diff --git a/tests/demo/meeting.ipynb b/tests/demo/meeting.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..4b75f8f699ae9032f678543fc568116493c64dc1
--- /dev/null
+++ b/tests/demo/meeting.ipynb
@@ -0,0 +1,313518 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Using TensorFlow backend.\n"
+ ]
+ }
+ ],
+ "source": [
+ "import cml\n",
+ "\n",
+ "from sklearn.cluster import KMeans\n",
+ "from sklearn.cluster import SpectralClustering\n",
+ "from sklearn.feature_selection import VarianceThreshold\n",
+ "from sklearn.ensemble import ExtraTreesClassifier\n",
+ "from sklearn.tree import DecisionTreeClassifier\n",
+ "from sklearn.svm import SVC\n",
+ "from pprint import pprint"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cml.load_settings()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "source = cml.get_data_source(\"/home/dmt/.cml/data/double_toyset.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<cml.domain.construction.Constructor at 0x7f69c8d4c210>"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "kmeans = KMeans(precompute_distances=True, algorithm=\"elkan\")\n",
+ "spectral = SpectralClustering(affinity='rbf')\n",
+ "constructor = cml.construction(\"conceptual\", kmeans, spectral)\n",
+ "constructor"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<cml.domain.complexity_reduction.FeatureSelector at 0x7f69c8d4ca90>"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "variance = VarianceThreshold(1000)\n",
+ "forest = ExtraTreesClassifier(n_estimators=250, random_state=1)\n",
+ "selector = cml.feature_selection(variance, forest)\n",
+ "selector"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<cml.domain.reconstruction.Reconstructor at 0x7f69c8d4cf50>"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "svc = SVC(gamma=2, C=1)\n",
+ "tree = DecisionTreeClassifier(max_depth=5)\n",
+ "reconstructor = cml.reconstruction(\"conceptual\", svc, tree)\n",
+ "reconstructor"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(str(reconstructor.settings))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'_ReconstructionConceptualMLModel__model': SVC(C=1, cache_size=200, class_weight=None, coef0=0.0,\n",
+ " decision_function_shape='ovr', degree=3, gamma=2, kernel='rbf', max_iter=-1,\n",
+ " probability=False, random_state=None, shrinking=True, tol=0.001,\n",
+ " verbose=False), 'accuracy': None, 'subject': 'SVC'}"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "reconstructor.ml_models[0].__dict__"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "###############################################TIER 1###############################################\n",
+ "******************************************Blockprocessing*******************************************\n",
+ "1\t[ 200 353 ]\t1473980508\t1487807218\n",
+ "***************************************Learnblock generation****************************************\n",
+ "\t[ 200 353 ]\t1473980508\t1487807218\tsource \t('Sigma', 'Z') \n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 12\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1473980508\t1487807218\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 180\n",
+ "\t[ 200 173 ]\t1473980508\t1487807218\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.8496042216358839\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.1\n",
+ "('T', 'Sigma') \n",
+ "Relative : None\n",
+ "Inserted : C.1.1\n",
+ "Deconstruction FAILED!\n",
+ "('T', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('Sigma', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('complete',) \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 2 : 38\n",
+ "Cluster Nr. 1 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 4 : 34\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 1 : 41\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1473980508\t1487807218\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 180\n",
+ "\t[ 200 173 ]\t1473980508\t1487807218\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9527978232580149\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9\n",
+ "Reliability : 0.5176265776875091\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.3\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.1\n",
+ "Inserted : C.1.3\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 2 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 29\n",
+ "Cluster Nr. 0 : 21\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1473980508\t1487807218\tsource \t('Sigma', 'Z') \tSpe04 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 180\n",
+ "\t[ 200 173 ]\t1473980508\t1487807218\tsource \t('Sigma', 'Z') \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9282281896440961\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7666666666666667\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.4\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.1\n",
+ "Inserted : C.1.4\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 127\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "******************************************Blockprocessing*******************************************\n",
+ "2\t[ 200 353 ]\t1487828345\t1508584105\n",
+ "***************************************Learnblock generation****************************************\n",
+ "\t[ 200 353 ]\t1487828345\t1508584105\tsource \t('Sigma', 'Z') \n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 10\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1487828345\t1508584105\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 178\n",
+ "\t[ 200 175 ]\t1487828345\t1508584105\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.5\n",
+ "('T', 'Sigma') \n",
+ "Relative : None\n",
+ "Inserted : C.1.5\n",
+ "Deconstruction FAILED!\n",
+ "('T', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('Sigma', 'Z') \n",
+ "Relative : C.1.1\n",
+ "Deconstruction FAILED!\n",
+ "('complete',) \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 25\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 12\n",
+ "Cluster Nr. 0 : 139\n",
+ "Cluster Nr. 3 : 41\n",
+ "Cluster Nr. 1 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 45\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1487828345\t1508584105\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 178\n",
+ "\t[ 200 175 ]\t1487828345\t1508584105\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9560427454004627\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8555555555555555\n",
+ "Reliability : 0.423486142125312\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.7\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.5\n",
+ "Inserted : C.1.7\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 145\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 2 : 28\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1487828345\t1508584105\tsource \t('Sigma', 'Z') \tSpe03 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 178\n",
+ "\t[ 200 175 ]\t1487828345\t1508584105\tsource \t('Sigma', 'Z') \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9768346493265211\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8777777777777778\n",
+ "Reliability : 0.6461836573830793\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.8\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.5\n",
+ "Inserted : C.1.8\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 3 : 11\n",
+ "Cluster Nr. 1 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 148\n",
+ "Cluster Nr. 4 : 29\n",
+ "Cluster Nr. 3 : 11\n",
+ "Cluster Nr. 0 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "******************************************Blockprocessing*******************************************\n",
+ "3\t[ 26 353 ]\t1509364243\t1522686863\n",
+ "******************************************Blockprocessing*******************************************\n",
+ "4\t[ 200 353 ]\t1473980508\t1522686863\n",
+ "***************************************Learnblock generation****************************************\n",
+ "\t[ 200 353 ]\t1473980508\t1522686863\tsource \t('Sigma', 'Z') \n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 1 : 14\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1473980508\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 182\n",
+ "\t[ 200 171 ]\t1473980508\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.962914769030579\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.10\n",
+ "('T', 'Sigma') \n",
+ "Relative : None\n",
+ "Inserted : C.1.10\n",
+ "Deconstruction FAILED!\n",
+ "('T', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('Sigma', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('complete',) \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 162\n",
+ "Cluster Nr. 2 : 30\n",
+ "Cluster Nr. 1 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 21\n",
+ "Cluster Nr. 4 : 27\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 0 : 41\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1473980508\t1522686863\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 182\n",
+ "\t[ 200 171 ]\t1473980508\t1522686863\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9527978232580149\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8611111111111112\n",
+ "Reliability : 0.44897959183673475\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.11\n",
+ "('T', 'Sigma') \n",
+ "Relative : None\n",
+ "Inserted : C.1.11\n",
+ "Deconstruction FAILED!\n",
+ "('T', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('Sigma', 'Z') \n",
+ "Relative : C.1.3\n",
+ "Deconstruction FAILED!\n",
+ "Relative : C.1.7\n",
+ "Deconstruction FAILED!\n",
+ "('complete',) \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 126\n",
+ "Cluster Nr. 2 : 40\n",
+ "Cluster Nr. 0 : 34\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1473980508\t1522686863\tsource \t('Sigma', 'Z') \tSpe03 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 182\n",
+ "\t[ 200 171 ]\t1473980508\t1522686863\tsource \t('Sigma', 'Z') \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9620108540417024\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7777777777777778\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.12\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.11\n",
+ "Inserted : C.1.12\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 145\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 2 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 1 : 97\n",
+ "Cluster Nr. 0 : 31\n",
+ "Cluster Nr. 4 : 21\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1473980508\t1522686863\tsource \t('Sigma', 'Z') \tSpe05 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 182\n",
+ "\t[ 200 171 ]\t1473980508\t1522686863\tsource \t('Sigma', 'Z') \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9260467443886345\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.6777777777777778\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.13\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.12\n",
+ "Inserted : C.1.13\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "******************************************Blockprocessing*******************************************\n",
+ "5\t[ 200 353 ]\t1474451381\t1522686863\n",
+ "***************************************Learnblock generation****************************************\n",
+ "\t[ 200 353 ]\t1474451381\t1522686863\tsource \t('Sigma', 'Z') \n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 18\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1474451381\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 181\n",
+ "\t[ 200 172 ]\t1474451381\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9687671232876712\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.15\n",
+ "('T', 'Sigma') \n",
+ "Relative : None\n",
+ "Inserted : C.1.15\n",
+ "Deconstruction FAILED!\n",
+ "('T', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('Sigma', 'Z') \n",
+ "Relative : C.1.10\n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9746478873239437\n",
+ "Reliability : 0.7698732718894009\n",
+ "Deconstruction FAILED!\n",
+ "('complete',) \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 1 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 36\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 2 : 11\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 25\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 4 : 25\n",
+ "Cluster Nr. 1 : 11\n",
+ "Cluster Nr. 2 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 2 : 14\n",
+ "Cluster Nr. 1 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 3 : 12\n",
+ "Cluster Nr. 1 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "******************************************Blockprocessing*******************************************\n",
+ "6\t[ 148 353 ]\t1480059263\t1522686863\n",
+ "***************************************Learnblock generation****************************************\n",
+ "\t[ 148 353 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 148 353 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 184\n",
+ "\t[ 148 169 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.8318449553486604\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.17\n",
+ "('T', 'Sigma') \n",
+ "Relative : None\n",
+ "Inserted : C.1.17\n",
+ "Deconstruction FAILED!\n",
+ "('T', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('Sigma', 'Z') \n",
+ "Relative : C.1.5\n",
+ "Deconstruction FAILED!\n",
+ "Relative : C.1.1\n",
+ "Deconstruction FAILED!\n",
+ "('complete',) \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 0 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 111\n",
+ "Cluster Nr. 2 : 25\n",
+ "Cluster Nr. 1 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 112\n",
+ "Cluster Nr. 0 : 24\n",
+ "Cluster Nr. 2 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 32\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 148 353 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 184\n",
+ "\t[ 148 169 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9166666666666666\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8880597014925373\n",
+ "Reliability : 0.616260162601626\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.19\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.17\n",
+ "Inserted : C.1.19\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 2 : 21\n",
+ "Result ==>\n",
+ "\t[ 148 353 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe03 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 184\n",
+ "\t[ 148 169 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9095230792823187\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7985074626865671\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.20\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.17\n",
+ "Inserted : C.1.20\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 96\n",
+ "Cluster Nr. 3 : 16\n",
+ "Cluster Nr. 1 : 11\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 148 353 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 184\n",
+ "\t[ 148 169 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9211194794776951\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.753731343283582\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.21\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.20\n",
+ "Inserted : C.1.21\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 95\n",
+ "Cluster Nr. 3 : 16\n",
+ "Cluster Nr. 4 : 19\n",
+ "Cluster Nr. 0 : 11\n",
+ "Cluster Nr. 2 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "******************************************Blockprocessing*******************************************\n",
+ "7\t[ 200 353 ]\t1474451381\t1522686863\n",
+ "***************************************Learnblock generation****************************************\n",
+ "\t[ 200 353 ]\t1474451381\t1522686863\tsource \t('Sigma', 'Z') \n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 0 : 18\n",
+ "Result ==>\n",
+ "\t[ 200 353 ]\t1474451381\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 181\n",
+ "\t[ 200 172 ]\t1474451381\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9358727097396335\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.22\n",
+ "('T', 'Sigma') \n",
+ "Relative : None\n",
+ "Inserted : C.1.22\n",
+ "Deconstruction FAILED!\n",
+ "('T', 'Z') \n",
+ "Relative : C.1.15\n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.8645516132880436\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7784090909090909\n",
+ "Replaced : C.1.15 with : C.1.24\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 36\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 2 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 36\n",
+ "Cluster Nr. 1 : 146\n",
+ "Cluster Nr. 3 : 11\n",
+ "Cluster Nr. 2 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 25\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 4 : 25\n",
+ "Cluster Nr. 3 : 11\n",
+ "Cluster Nr. 1 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 12\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "******************************************Blockprocessing*******************************************\n",
+ "8\t[ 148 353 ]\t1480059263\t1522686863\n",
+ "***************************************Learnblock generation****************************************\n",
+ "\t[ 148 353 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 148 353 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 184\n",
+ "\t[ 148 169 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.25\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.20\n",
+ "Inserted : C.1.25\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 1 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 112\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 111\n",
+ "Cluster Nr. 2 : 25\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 26\n",
+ "Result ==>\n",
+ "\t[ 148 353 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 184\n",
+ "\t[ 148 169 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9520325203252032\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9328358208955224\n",
+ "Reliability : 0.6681664791901012\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.27\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.17\n",
+ "Inserted : C.1.27\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 0 : 18\n",
+ "Result ==>\n",
+ "\t[ 148 353 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe03 \n",
+ "*****************************************Feature Selection******************************************\n",
+ "Max features : 250\n",
+ "Filter X : 150\n",
+ "Filter Y : 400\n",
+ "Model Reduction : False\n",
+ "\n",
+ "Filter method \n",
+ "Removed : 184\n",
+ "\t[ 148 169 ]\t1480059263\t1522686863\tsource \t('Sigma', 'Z') \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 0.9374469889737065\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8507462686567164\n",
+ "Reliability : 0.5200650759219089\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.1.28\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.17\n",
+ "Inserted : C.1.28\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 112\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 21\n",
+ "Cluster Nr. 0 : 82\n",
+ "Cluster Nr. 3 : 37\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "###############################################TIER 2###############################################\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1516802909\t['C.1.3', 'C.1.1'] \tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.29\n",
+ "('T', 'Sigma') \n",
+ "Relative : None\n",
+ "Inserted : C.2.29\n",
+ "Deconstruction FAILED!\n",
+ "('T', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('Sigma', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('complete',) \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1516802909\t['C.1.3', 'C.1.1'] \tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.31\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.29\n",
+ "Inserted : C.2.31\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1516802909\t['C.1.3', 'C.1.1'] \tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.33\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.29\n",
+ "Inserted : C.2.33\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1516802909\t['C.1.3', 'C.1.1'] \tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.35\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.29\n",
+ "Inserted : C.2.35\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1516802909\t['C.1.3', 'C.1.1'] \tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.37\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.2.37\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 210\n",
+ "Cluster Nr. 1 : 48\n",
+ "Cluster Nr. 2 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 1 : 48\n",
+ "Cluster Nr. 3 : 23\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 207\n",
+ "Cluster Nr. 0 : 48\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 150\n",
+ "Result ==>\n",
+ "\t[ 300 4 ]\t1473980508\t1516802909\t['C.1.4', 'C.1.1'] \tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.39\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.2.39\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 36\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 300 4 ]\t1473980508\t1516802909\t['C.1.4', 'C.1.1'] \tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.41\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.2.41\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 36\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 300 4 ]\t1473980508\t1516802909\t['C.1.4', 'C.1.1'] \tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.43\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.2.43\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 300 4 ]\t1473980508\t1516802909\t['C.1.4', 'C.1.1'] \tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.45\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.2.45\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 186\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 300 4 ]\t1473980508\t1516802909\t['C.1.4', 'C.1.1'] \tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.47\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.2.47\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 300 4 ]\t1473980508\t1516802909\t['C.1.4', 'C.1.1'] \tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.49\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.2.49\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 36\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 300 4 ]\t1473980508\t1516802909\t['C.1.4', 'C.1.1'] \tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.51\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.2.51\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 129\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 36\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 1 : 39\n",
+ "Result ==>\n",
+ "\t[ 228 4 ]\t1474685281\t1521127385\t['C.1.7', 'C.1.5'] \tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.53\n",
+ "('T', 'Sigma') \n",
+ "Relative : None\n",
+ "Inserted : C.2.53\n",
+ "Deconstruction FAILED!\n",
+ "('T', 'Z') \n",
+ "Relative : None\n",
+ "Deconstruction FAILED!\n",
+ "('Sigma', 'Z') \n",
+ "Relative : C.2.39\n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9320175438596491\n",
+ "Reliability : 0.8571041582012732\n",
+ "Replaced : C.2.39 with : C.2.55\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 189\n",
+ "Cluster Nr. 1 : 39\n",
+ "Result ==>\n",
+ "\t[ 228 4 ]\t1474685281\t1521127385\t['C.1.7', 'C.1.5'] \tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.56\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.2.56\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 189\n",
+ "Cluster Nr. 1 : 39\n",
+ "Result ==>\n",
+ "\t[ 228 4 ]\t1474685281\t1521127385\t['C.1.7', 'C.1.5'] \tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.2.58\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.2.58\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 189\n",
+ "Cluster Nr. 1 : 39\n",
+ "Result ==>\n",
+ "\t[ 228 4 ]\t1474685281\t1521127385\t['C.1.7', 'C.1.5'] \tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.60\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.58\n",
+ "Inserted : C.2.60\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 1 : 39\n",
+ "Result ==>\n",
+ "\t[ 228 4 ]\t1474685281\t1521127385\t['C.1.7', 'C.1.5'] \tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.62\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.58\n",
+ "Inserted : C.2.62\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 1 : 39\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 142\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 39\n",
+ "Cluster Nr. 3 : 13\n",
+ "Result ==>\n",
+ "\t[ 228 4 ]\t1474685281\t1521127385\t['C.1.7', 'C.1.5'] \tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7970297029702971\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7853658536585366\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 65\n",
+ "Cluster Nr. 0 : 115\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 51\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1474685281\t1521127385\t['C.1.8', 'C.1.5'] \tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.64\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.2.64\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 28\n",
+ "Cluster Nr. 1 : 23\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1474685281\t1521127385\t['C.1.8', 'C.1.5'] \tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.66\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.2.66\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 1 : 28\n",
+ "Cluster Nr. 2 : 23\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1474685281\t1521127385\t['C.1.8', 'C.1.5'] \tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.68\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.2.68\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 1 : 28\n",
+ "Cluster Nr. 2 : 23\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1474685281\t1521127385\t['C.1.8', 'C.1.5'] \tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.70\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.2.70\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 23\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1474685281\t1521127385\t['C.1.8', 'C.1.5'] \tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.72\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.2.72\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 28\n",
+ "Cluster Nr. 1 : 23\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1474685281\t1521127385\t['C.1.8', 'C.1.5'] \tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.74\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.2.74\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 53\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 3 : 28\n",
+ "Cluster Nr. 1 : 23\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1474685281\t1521127385\t['C.1.8', 'C.1.5'] \tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7894736842105263\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7815533980582524\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 3 : 28\n",
+ "Cluster Nr. 2 : 23\n",
+ "Cluster Nr. 4 : 17\n",
+ "Cluster Nr. 0 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 56\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.12', 'C.1.11']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.76\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.12\n",
+ "Inserted : C.2.76\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 56\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.12', 'C.1.11']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.78\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.1.12\n",
+ "Inserted : C.2.78\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 175\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 0 : 56\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.12', 'C.1.11']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.80\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.76\n",
+ "Inserted : C.2.80\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 175\n",
+ "Cluster Nr. 2 : 24\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 56\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.12', 'C.1.11']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.82\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.82\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 56\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.12', 'C.1.11']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.84\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.84\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 0 : 56\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.12', 'C.1.11']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.86\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.86\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 72\n",
+ "Cluster Nr. 1 : 183\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.13', 'C.1.12']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.88\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.88\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.13', 'C.1.12']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.90\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.90\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 0 : 140\n",
+ "Cluster Nr. 3 : 43\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.13', 'C.1.12']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.92\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.92\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 0 : 140\n",
+ "Cluster Nr. 3 : 43\n",
+ "Cluster Nr. 1 : 13\n",
+ "Cluster Nr. 4 : 11\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.13', 'C.1.12']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.94\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.94\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 1 : 13\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.13', 'C.1.12']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.96\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.96\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 59\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 13\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.13', 'C.1.12']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.98\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.98\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 59\n",
+ "Cluster Nr. 1 : 140\n",
+ "Cluster Nr. 3 : 43\n",
+ "Cluster Nr. 0 : 13\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.13', 'C.1.12']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 48\n",
+ "Cluster Nr. 2 : 140\n",
+ "Cluster Nr. 0 : 43\n",
+ "Cluster Nr. 1 : 13\n",
+ "Cluster Nr. 3 : 11\n",
+ "Result ==>\n",
+ "\t[ 255 4 ]\t1473980508\t1522686863\t['C.1.13', 'C.1.12']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 21\n",
+ "Cluster Nr. 1 : 127\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.19', 'C.1.17']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 21\n",
+ "Cluster Nr. 0 : 127\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.19', 'C.1.17']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.2.106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.80\n",
+ "Inserted : C.2.106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 21\n",
+ "Cluster Nr. 0 : 127\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.19', 'C.1.17']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 21\n",
+ "Cluster Nr. 1 : 127\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.19', 'C.1.17']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 21\n",
+ "Cluster Nr. 0 : 127\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.19', 'C.1.17']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 21\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 21\n",
+ "Cluster Nr. 0 : 99\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 13\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.19', 'C.1.17']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8208955223880597\n",
+ "Reliability : 0.5195160258274679\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7985074626865671\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 21\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 29\n",
+ "Cluster Nr. 0 : 119\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.20', 'C.1.17']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 16\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 1 : 13\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.20', 'C.1.17']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 16\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 1 : 13\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.20', 'C.1.17']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 16\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 2 : 13\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.20', 'C.1.17']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 13\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.20', 'C.1.17']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 16\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 2 : 13\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.20', 'C.1.17']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 16\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 13\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 16\n",
+ "Cluster Nr. 2 : 111\n",
+ "Cluster Nr. 1 : 13\n",
+ "Cluster Nr. 0 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 32\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.21', 'C.1.20']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 1 : 32\n",
+ "Cluster Nr. 2 : 14\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.21', 'C.1.20']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 102\n",
+ "Cluster Nr. 0 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 1 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 32\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.21', 'C.1.20']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 1 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 36\n",
+ "Cluster Nr. 3 : 66\n",
+ "Cluster Nr. 1 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 25\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.25', 'C.1.20']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 14\n",
+ "Cluster Nr. 2 : 11\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.25', 'C.1.20']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 14\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.25', 'C.1.20']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 123\n",
+ "Cluster Nr. 2 : 14\n",
+ "Cluster Nr. 3 : 11\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.25', 'C.1.20']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.25', 'C.1.20']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 14\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.25', 'C.1.20']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 3 : 23\n",
+ "Cluster Nr. 2 : 14\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.25', 'C.1.20']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8432835820895522\n",
+ "Reliability : 0.6239955666389583\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8283582089552238\n",
+ "Reliability : 0.6239955666389583\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 104\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 0 : 10\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 134\n",
+ "Cluster Nr. 1 : 14\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.27', 'C.1.17']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 134\n",
+ "Cluster Nr. 1 : 14\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.27', 'C.1.17']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 134\n",
+ "Cluster Nr. 1 : 14\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.27', 'C.1.17']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 134\n",
+ "Cluster Nr. 1 : 14\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.27', 'C.1.17']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 134\n",
+ "Cluster Nr. 1 : 14\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.27', 'C.1.17']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.2.152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 101\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 14\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.27', 'C.1.17']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7761194029850746\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7761194029850746\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 109\n",
+ "Cluster Nr. 2 : 14\n",
+ "Cluster Nr. 1 : 16\n",
+ "Cluster Nr. 0 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 14\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 69\n",
+ "Cluster Nr. 1 : 79\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.28', 'C.1.17']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.2.154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 54\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 79\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.28', 'C.1.17']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.2.156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 54\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 79\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.28', 'C.1.17']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.2.158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 54\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 79\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.28', 'C.1.17']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.2.160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 54\n",
+ "Cluster Nr. 0 : 94\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.28', 'C.1.17']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.2.162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 54\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 79\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.28', 'C.1.17']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.2.164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 54\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 61\n",
+ "Cluster Nr. 0 : 18\n",
+ "Result ==>\n",
+ "\t[ 148 4 ]\t1473980508\t1522686863\t['C.1.28', 'C.1.17']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8880597014925373\n",
+ "Reliability : 0.8073574227252939\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8880597014925373\n",
+ "Reliability : 0.8073574227252939\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.2.166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.2.166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 54\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 25\n",
+ "Cluster Nr. 1 : 45\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "###############################################TIER 3###############################################\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 1 : 161\n",
+ "Result ==>\n",
+ "\t[ 322 4 ]\t1473980508\t1516802909\t['C.2.31', 'C.2.29']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.3.168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 2 : 41\n",
+ "Result ==>\n",
+ "\t[ 322 4 ]\t1473980508\t1516802909\t['C.2.31', 'C.2.29']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.3.170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 41\n",
+ "Result ==>\n",
+ "\t[ 322 4 ]\t1473980508\t1516802909\t['C.2.31', 'C.2.29']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.3.172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 120\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 2 : 41\n",
+ "Result ==>\n",
+ "\t[ 322 4 ]\t1473980508\t1516802909\t['C.2.31', 'C.2.29']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.3.174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 202\n",
+ "Result ==>\n",
+ "\t[ 322 4 ]\t1473980508\t1516802909\t['C.2.31', 'C.2.29']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.3.176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 41\n",
+ "Result ==>\n",
+ "\t[ 322 4 ]\t1473980508\t1516802909\t['C.2.31', 'C.2.29']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.3.178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 134\n",
+ "Cluster Nr. 0 : 27\n",
+ "Cluster Nr. 3 : 41\n",
+ "Result ==>\n",
+ "\t[ 322 4 ]\t1473980508\t1516802909\t['C.2.31', 'C.2.29']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9263565891472868\n",
+ "Reliability : 0.8678052829154261\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9069767441860465\n",
+ "Reliability : 0.8678052829154261\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.3.180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 4 : 133\n",
+ "Cluster Nr. 3 : 25\n",
+ "Cluster Nr. 0 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.33', 'C.2.29']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.35\n",
+ "Inserted : C.3.182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.33', 'C.2.29']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.33', 'C.2.29']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 41\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.33', 'C.2.29']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.188\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.33', 'C.2.29']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 41\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.33', 'C.2.29']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 41\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 104\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 161\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.35', 'C.2.29']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.35', 'C.2.29']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.35', 'C.2.29']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.35', 'C.2.29']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.200\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.35', 'C.2.29']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.35', 'C.2.29']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 118\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 0 : 13\n",
+ "Cluster Nr. 1 : 109\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.35', 'C.2.29']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9567099567099567\n",
+ "Reliability : 0.9270211041397737\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9521739130434783\n",
+ "Reliability : 0.9270211041397737\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 110\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 161\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.37', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.37', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 41\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.37', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.37', 'C.2.35']\tNone \tKMe05 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.37', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.37', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 110\n",
+ "Cluster Nr. 0 : 29\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 3 : 101\n",
+ "Result ==>\n",
+ "\t[ 281 4 ]\t1473980508\t1516802909\t['C.2.37', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8864628820960698\n",
+ "Reliability : 0.8424599831508003\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9111111111111111\n",
+ "Reliability : 0.8424599831508003\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 95\n",
+ "Cluster Nr. 2 : 41\n",
+ "Cluster Nr. 4 : 45\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.39', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.39', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 113\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.39', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 144\n",
+ "Cluster Nr. 0 : 113\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.39', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 264\n",
+ "Cluster Nr. 0 : 113\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.39', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 144\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.39', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 1 : 113\n",
+ "Cluster Nr. 3 : 25\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.39', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9375\n",
+ "Reliability : 0.9034729237064346\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.932258064516129\n",
+ "Reliability : 0.9034729237064346\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.234\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 0 : 30\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.41', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 144\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.41', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 144\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.41', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 144\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.41', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 177\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.41', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.41', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.45\n",
+ "Inserted : C.3.246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 22\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.41', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9282868525896414\n",
+ "Reliability : 0.8815684713375797\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9163346613545816\n",
+ "Reliability : 0.8815684713375797\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.43', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.43', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.43', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.43', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.43', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.43', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 3 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.43', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 4 : 121\n",
+ "Cluster Nr. 0 : 19\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.43', 'C.2.35']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9470198675496688\n",
+ "Reliability : 0.9174737400714108\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9509803921568627\n",
+ "Reliability : 0.9174737400714108\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 168\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.45', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.45', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.45', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.45', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.45', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.45', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 377 4 ]\t1473980508\t1516802909\t['C.2.45', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 4 : 116\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.47', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 2 : 80\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.47', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 0 : 80\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.47', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 165\n",
+ "Cluster Nr. 2 : 80\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.47', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.47', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 1 : 80\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.47', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 1 : 80\n",
+ "Cluster Nr. 0 : 14\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.47', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9565217391304348\n",
+ "Reliability : 0.9416212876950533\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9696969696969697\n",
+ "Reliability : 0.9416212876950533\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 147\n",
+ "Cluster Nr. 3 : 10\n",
+ "Cluster Nr. 1 : 80\n",
+ "Cluster Nr. 2 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 230\n",
+ "Cluster Nr. 1 : 135\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.49', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 80\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.49', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 2 : 80\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.49', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.246\n",
+ "Inserted : C.3.298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 150\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 80\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.49', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 230\n",
+ "Cluster Nr. 1 : 135\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.49', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 80\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1516802909\t['C.2.49', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 80\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 140\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 80\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.51', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 56\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.51', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 2 : 56\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.51', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 56\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.51', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 1 : 210\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.51', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 1 : 177\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.51', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 3 : 56\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.51', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 56\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 0 : 111\n",
+ "Cluster Nr. 4 : 10\n",
+ "Result ==>\n",
+ "\t[ 298 4 ]\t1473980508\t1516802909\t['C.2.51', 'C.2.35']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.967741935483871\n",
+ "Reliability : 0.9530416390441014\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.963855421686747\n",
+ "Reliability : 0.9530416390441014\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.3.320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.56', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.56', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.56', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 34\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.56', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.56', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 34\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.56', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.330\n",
+ "Inserted : C.3.332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 110\n",
+ "Cluster Nr. 0 : 17\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.58', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.330\n",
+ "Inserted : C.3.334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.58', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.330\n",
+ "Inserted : C.3.336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.58', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 120\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.58', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.58', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.58', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 108\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 0 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 34\n",
+ "Result ==>\n",
+ "\t[ 154 4 ]\t1474685281\t1521127385\t['C.2.60', 'C.2.58']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 34\n",
+ "Result ==>\n",
+ "\t[ 154 4 ]\t1474685281\t1521127385\t['C.2.60', 'C.2.58']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 34\n",
+ "Result ==>\n",
+ "\t[ 154 4 ]\t1474685281\t1521127385\t['C.2.60', 'C.2.58']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 34\n",
+ "Result ==>\n",
+ "\t[ 154 4 ]\t1474685281\t1521127385\t['C.2.60', 'C.2.58']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 34\n",
+ "Result ==>\n",
+ "\t[ 154 4 ]\t1474685281\t1521127385\t['C.2.60', 'C.2.58']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 87\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 0 : 34\n",
+ "Result ==>\n",
+ "\t[ 154 4 ]\t1474685281\t1521127385\t['C.2.60', 'C.2.58']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7769784172661871\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7753623188405797\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 105\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 12\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 0 : 34\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.62', 'C.2.58']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.62', 'C.2.58']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.62', 'C.2.58']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.62', 'C.2.58']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.62', 'C.2.58']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 274 4 ]\t1474685281\t1521127385\t['C.2.62', 'C.2.58']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 118\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 108\n",
+ "Cluster Nr. 4 : 34\n",
+ "Cluster Nr. 1 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 71\n",
+ "Result ==>\n",
+ "\t[ 192 4 ]\t1474685281\t1521127385\t['C.2.64', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 71\n",
+ "Result ==>\n",
+ "\t[ 192 4 ]\t1474685281\t1521127385\t['C.2.64', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 71\n",
+ "Result ==>\n",
+ "\t[ 192 4 ]\t1474685281\t1521127385\t['C.2.64', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 71\n",
+ "Result ==>\n",
+ "\t[ 192 4 ]\t1474685281\t1521127385\t['C.2.64', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 71\n",
+ "Result ==>\n",
+ "\t[ 192 4 ]\t1474685281\t1521127385\t['C.2.64', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 71\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 1 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 2 : 63\n",
+ "Cluster Nr. 1 : 71\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 83\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.66', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 0 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.66', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 1 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.66', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 121\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 3 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.66', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 1 : 27\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.66', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 2 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.66', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 0 : 56\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 110\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 0 : 56\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.68', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 0 : 71\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.68', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.68', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.68', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.68', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.68', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 0 : 49\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.68', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 4 : 49\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 0 : 47\n",
+ "Cluster Nr. 3 : 73\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.68', 'C.2.53']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8554216867469879\n",
+ "Reliability : 0.7897585616314614\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.842741935483871\n",
+ "Reliability : 0.7897585616314614\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.70', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.70', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.53\n",
+ "Inserted : C.3.406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.70', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 0 : 22\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.70', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.70', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 1 : 71\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.70', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1474685281\t1521127385\t['C.2.70', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 1 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.72', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 1 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.72', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 148\n",
+ "Cluster Nr. 2 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.72', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 148\n",
+ "Cluster Nr. 2 : 56\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.72', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 1 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.72', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 134\n",
+ "Cluster Nr. 1 : 56\n",
+ "Cluster Nr. 2 : 14\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.72', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9367816091954023\n",
+ "Reliability : 0.8464150943396227\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9261363636363636\n",
+ "Reliability : 0.8464150943396227\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 1 : 56\n",
+ "Cluster Nr. 2 : 43\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 4 : 30\n",
+ "Cluster Nr. 1 : 56\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 83\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.74', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 1 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.74', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 0 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.74', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 121\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 3 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.74', 'C.2.53']\tNone \tKMe05 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 1 : 27\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.74', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 2 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.74', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.3.440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 66\n",
+ "Cluster Nr. 0 : 55\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 2 : 56\n",
+ "Result ==>\n",
+ "\t[ 204 4 ]\t1474685281\t1521127385\t['C.2.74', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.75\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7175141242937854\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 2 : 56\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.76', 'C.1.12']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 1 : 132\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.76', 'C.1.12']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.76', 'C.1.12']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.446\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 160\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.76', 'C.1.12']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.76', 'C.1.12']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 1 : 25\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.76', 'C.1.12']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 3 : 43\n",
+ "Cluster Nr. 1 : 132\n",
+ "Cluster Nr. 0 : 25\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.76', 'C.1.12']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8587360594795539\n",
+ "Reliability : 0.7832726867371069\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8571428571428571\n",
+ "Reliability : 0.7832726867371069\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 181\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.78', 'C.1.12']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 107\n",
+ "Cluster Nr. 2 : 74\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.78', 'C.1.12']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 107\n",
+ "Cluster Nr. 2 : 74\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.78', 'C.1.12']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 107\n",
+ "Cluster Nr. 2 : 74\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.78', 'C.1.12']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.78', 'C.1.12']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 107\n",
+ "Cluster Nr. 2 : 74\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.78', 'C.1.12']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 96\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 3 : 11\n",
+ "Result ==>\n",
+ "\t[ 317 4 ]\t1473980508\t1522686863\t['C.2.78', 'C.1.12']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9669117647058824\n",
+ "Reliability : 0.9473970491580355\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9657794676806084\n",
+ "Reliability : 0.9473970491580355\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 2 : 98\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 236\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.80', 'C.2.76']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 2 : 187\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.80', 'C.2.76']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 187\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.80', 'C.2.76']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.80', 'C.2.76']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 236\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.80', 'C.2.76']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 187\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.80', 'C.2.76']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 114\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 3 : 49\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.80', 'C.2.76']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 4 : 86\n",
+ "Cluster Nr. 1 : 101\n",
+ "Cluster Nr. 3 : 49\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.80', 'C.2.76']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.761744966442953\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7842465753424658\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 98\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.82', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.82', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.82', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.82', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 98\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.82', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.82', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 49\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.82', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 112\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.84', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.154\n",
+ "Inserted : C.3.496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 187\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.84', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 187\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.84', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.84', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.84', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.84', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 374 4 ]\t1473980508\t1522686863\t['C.2.84', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 301 4 ]\t1473980508\t1522686863\t['C.2.86', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 301 4 ]\t1473980508\t1522686863\t['C.2.86', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 301 4 ]\t1473980508\t1522686863\t['C.2.86', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 49\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 301 4 ]\t1473980508\t1522686863\t['C.2.86', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 163\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 301 4 ]\t1473980508\t1522686863\t['C.2.86', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 301 4 ]\t1473980508\t1522686863\t['C.2.86', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 301 4 ]\t1473980508\t1522686863\t['C.2.86', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 98\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 49\n",
+ "Cluster Nr. 4 : 16\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 301 4 ]\t1473980508\t1522686863\t['C.2.86', 'C.2.80']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9387755102040817\n",
+ "Reliability : 0.924077817079333\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9467213114754098\n",
+ "Reliability : 0.924077817079333\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.524\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.88', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 2 : 145\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.88', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 1 : 145\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.88', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 145\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.88', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.88', 'C.2.80']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.88', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 1 : 145\n",
+ "Cluster Nr. 2 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.88', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 114\n",
+ "Cluster Nr. 4 : 31\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.88', 'C.2.80']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9318885448916409\n",
+ "Reliability : 0.8929866022630554\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9202453987730062\n",
+ "Reliability : 0.8929866022630554\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 176\n",
+ "Cluster Nr. 0 : 202\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.2.90', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 86\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.2.90', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.2.90', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.2.90', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 176\n",
+ "Cluster Nr. 1 : 202\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.2.90', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 86\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.2.90', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.2.90', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 179\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.92', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 86\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 1 : 153\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.92', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.558\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.92', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.92', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 179\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.92', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 86\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 153\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.92', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.92', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.2.90\n",
+ "Inserted : C.3.568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 149\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 168\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.94', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 75\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 164\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.94', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 3 : 13\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.94', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 4 : 11\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.94', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 168\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.94', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 164\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.94', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.94', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 0 : 13\n",
+ "Cluster Nr. 2 : 11\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.94', 'C.2.80']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 246\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.96', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 37\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.96', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.96', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.96', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.96', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 246\n",
+ "Cluster Nr. 2 : 114\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.96', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 3 : 13\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 114\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.96', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 227\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 2 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 1 : 283\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.98', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.98', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 104\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.98', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 104\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.98', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 104\n",
+ "Cluster Nr. 0 : 296\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.98', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 104\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.98', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 104\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 400 4 ]\t1473980508\t1522686863\t['C.2.98', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 104\n",
+ "Cluster Nr. 1 : 167\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 168\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.100', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 153\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.100', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 0 : 106\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.100', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.100', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 168\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.100', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.100', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.100', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 0 : 106\n",
+ "Cluster Nr. 2 : 134\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 19\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.2.100', 'C.2.80']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9528301886792453\n",
+ "Reliability : 0.9344996911809155\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9523809523809523\n",
+ "Reliability : 0.9344996911809155\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 299\n",
+ "Cluster Nr. 0 : 85\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.102', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 130\n",
+ "Cluster Nr. 1 : 85\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.102', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 44\n",
+ "Cluster Nr. 2 : 130\n",
+ "Cluster Nr. 0 : 85\n",
+ "Cluster Nr. 1 : 125\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.102', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 44\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 1 : 72\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 2 : 125\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.102', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 312\n",
+ "Cluster Nr. 1 : 72\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.102', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 143\n",
+ "Cluster Nr. 1 : 72\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.102', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 1 : 72\n",
+ "Cluster Nr. 3 : 125\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.102', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 1 : 72\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 4 : 125\n",
+ "Result ==>\n",
+ "\t[ 384 4 ]\t1473980508\t1522686863\t['C.2.102', 'C.2.80']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 142\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 278 4 ]\t1473980508\t1522686863\t['C.2.104', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 69\n",
+ "Cluster Nr. 0 : 97\n",
+ "Cluster Nr. 1 : 112\n",
+ "Result ==>\n",
+ "\t[ 278 4 ]\t1473980508\t1522686863\t['C.2.104', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 69\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 1 : 112\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 278 4 ]\t1473980508\t1522686863\t['C.2.104', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 69\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 0 : 112\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 278 4 ]\t1473980508\t1522686863\t['C.2.104', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 142\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 278 4 ]\t1473980508\t1522686863\t['C.2.104', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 69\n",
+ "Cluster Nr. 2 : 97\n",
+ "Cluster Nr. 1 : 112\n",
+ "Result ==>\n",
+ "\t[ 278 4 ]\t1473980508\t1522686863\t['C.2.104', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 69\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 0 : 112\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 278 4 ]\t1473980508\t1522686863\t['C.2.104', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 69\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 112\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 248 4 ]\t1473980508\t1522686863\t['C.2.106', 'C.2.80']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.660\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 44\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 2 : 112\n",
+ "Result ==>\n",
+ "\t[ 248 4 ]\t1473980508\t1522686863\t['C.2.106', 'C.2.80']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 20\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 0 : 112\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 248 4 ]\t1473980508\t1522686863\t['C.2.106', 'C.2.80']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 20\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 1 : 112\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 248 4 ]\t1473980508\t1522686863\t['C.2.106', 'C.2.80']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 112\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 248 4 ]\t1473980508\t1522686863\t['C.2.106', 'C.2.80']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 1 : 112\n",
+ "Result ==>\n",
+ "\t[ 248 4 ]\t1473980508\t1522686863\t['C.2.106', 'C.2.80']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 20\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 0 : 112\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 248 4 ]\t1473980508\t1522686863\t['C.2.106', 'C.2.80']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 20\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 1 : 108\n",
+ "Cluster Nr. 4 : 24\n",
+ "Cluster Nr. 0 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 0 : 192\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.108', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.108', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.108', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.108', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.108', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.108', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 44\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 141\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.110', 'C.2.90']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 97\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.110', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 97\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.110', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 1 : 97\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.110', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.110', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 2 : 97\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.110', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 130\n",
+ "Cluster Nr. 0 : 97\n",
+ "Cluster Nr. 1 : 13\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.110', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9549180327868853\n",
+ "Reliability : 0.9272165335281862\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9506172839506173\n",
+ "Reliability : 0.9272165335281862\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 112\n",
+ "Cluster Nr. 0 : 97\n",
+ "Cluster Nr. 2 : 29\n",
+ "Cluster Nr. 3 : 44\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 0 : 192\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.112', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.112', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.112', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.112', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.112', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 280 4 ]\t1473980508\t1522686863\t['C.2.112', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 44\n",
+ "Cluster Nr. 2 : 187\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 176\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 1 : 44\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 96\n",
+ "Cluster Nr. 1 : 191\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.114', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 52\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.114', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 52\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.114', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 52\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.114', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.114', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 52\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.114', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 52\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 3 : 23\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.114', 'C.2.90']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9176954732510288\n",
+ "Reliability : 0.8547816601104096\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9176954732510288\n",
+ "Reliability : 0.8547816601104096\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 52\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 96\n",
+ "Cluster Nr. 1 : 191\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.116', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 36\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.116', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 36\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.116', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 60\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 36\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.116', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 227\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.116', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 36\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.116', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 60\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 60\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 4 : 38\n",
+ "Cluster Nr. 1 : 36\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 96\n",
+ "Cluster Nr. 1 : 191\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.118', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 60\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 36\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.118', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 36\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.118', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 60\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 2 : 36\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.118', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 227\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.118', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 60\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 2 : 36\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.118', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 109\n",
+ "Cluster Nr. 3 : 82\n",
+ "Cluster Nr. 2 : 36\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.118', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.698744769874477\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7166666666666667\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 3 : 36\n",
+ "Cluster Nr. 0 : 11\n",
+ "Cluster Nr. 4 : 10\n",
+ "Result ==>\n",
+ "\t[ 287 4 ]\t1473980508\t1522686863\t['C.2.118', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9297520661157025\n",
+ "Reliability : 0.8658154446612769\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9297520661157025\n",
+ "Reliability : 0.8658154446612769\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 1 : 148\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.120', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 96\n",
+ "Cluster Nr. 2 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.120', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 143\n",
+ "Cluster Nr. 0 : 96\n",
+ "Cluster Nr. 2 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.120', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 143\n",
+ "Cluster Nr. 4 : 96\n",
+ "Cluster Nr. 2 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.120', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 1 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.120', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 1 : 96\n",
+ "Cluster Nr. 2 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.120', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 96\n",
+ "Cluster Nr. 0 : 52\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 1 : 96\n",
+ "Cluster Nr. 2 : 52\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 193\n",
+ "Cluster Nr. 0 : 80\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.2.122', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 193\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.2.122', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 193\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.2.122', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 193\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.2.122', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.2.122', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 193\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.2.122', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 111\n",
+ "Cluster Nr. 0 : 82\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.2.122', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7168141592920354\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7030567685589519\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 4 : 23\n",
+ "Cluster Nr. 0 : 36\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.2.122', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.864406779661017\n",
+ "Reliability : 0.7464029878160778\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8717948717948718\n",
+ "Reliability : 0.7464029878160778\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 148\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.124', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 96\n",
+ "Cluster Nr. 2 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.124', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 143\n",
+ "Cluster Nr. 1 : 96\n",
+ "Cluster Nr. 2 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.124', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 2 : 96\n",
+ "Cluster Nr. 1 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.124', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 1 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.124', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 2 : 96\n",
+ "Cluster Nr. 0 : 52\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.124', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 2 : 96\n",
+ "Cluster Nr. 1 : 52\n",
+ "Cluster Nr. 3 : 13\n",
+ "Result ==>\n",
+ "\t[ 291 4 ]\t1473980508\t1522686863\t['C.2.124', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9510204081632653\n",
+ "Reliability : 0.9301766614589593\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9596774193548387\n",
+ "Reliability : 0.9301766614589593\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 2 : 96\n",
+ "Cluster Nr. 0 : 52\n",
+ "Cluster Nr. 4 : 11\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 146\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 315 4 ]\t1473980508\t1522686863\t['C.2.126', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 102\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 315 4 ]\t1473980508\t1522686863\t['C.2.126', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 102\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 315 4 ]\t1473980508\t1522686863\t['C.2.126', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 315 4 ]\t1473980508\t1522686863\t['C.2.126', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 271\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 315 4 ]\t1473980508\t1522686863\t['C.2.126', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 315 4 ]\t1473980508\t1522686863\t['C.2.126', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 44\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 3 : 65\n",
+ "Cluster Nr. 1 : 44\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 108\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.128', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 57\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.128', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 2 : 57\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.128', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 57\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.128', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 1 : 57\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.128', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 2 : 57\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.128', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 124\n",
+ "Cluster Nr. 0 : 64\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 57\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.128', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7768924302788844\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7926829268292683\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 3 : 51\n",
+ "Cluster Nr. 0 : 57\n",
+ "Cluster Nr. 2 : 10\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.128', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9349593495934959\n",
+ "Reliability : 0.8818755996162456\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9317269076305221\n",
+ "Reliability : 0.8818755996162456\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 0 : 95\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.130', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.130', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.3.818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 189\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.130', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 189\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.130', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.130', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.130', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 3 : 12\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.130', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.957983193277311\n",
+ "Reliability : 0.9201295957177067\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9539748953974896\n",
+ "Reliability : 0.9201295957177067\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 85\n",
+ "Cluster Nr. 4 : 100\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 0 : 87\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.132', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 2 : 43\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.132', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 189\n",
+ "Cluster Nr. 2 : 43\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.132', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 0 : 43\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.132', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 232\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.132', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 2 : 43\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.132', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 43\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 187\n",
+ "Cluster Nr. 2 : 43\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 1 : 143\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.134', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.134', 'C.2.90']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.134', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.134', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.134', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 284 4 ]\t1473980508\t1522686863\t['C.2.134', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 3 : 141\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 0 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 1 : 129\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 12\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 1 : 87\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.136', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 2 : 55\n",
+ "Cluster Nr. 0 : 32\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.136', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 189\n",
+ "Cluster Nr. 1 : 55\n",
+ "Cluster Nr. 2 : 32\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.136', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 189\n",
+ "Cluster Nr. 4 : 55\n",
+ "Cluster Nr. 2 : 32\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.136', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 221\n",
+ "Cluster Nr. 1 : 55\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.136', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 2 : 55\n",
+ "Cluster Nr. 0 : 32\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.136', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 1 : 55\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 55\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 1 : 165\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.138', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 76\n",
+ "Cluster Nr. 0 : 79\n",
+ "Cluster Nr. 2 : 141\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.138', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 76\n",
+ "Cluster Nr. 3 : 55\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.138', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 0 : 55\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 76\n",
+ "Cluster Nr. 1 : 220\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.138', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 76\n",
+ "Cluster Nr. 1 : 55\n",
+ "Cluster Nr. 2 : 165\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.138', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 63\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 296 4 ]\t1473980508\t1522686863\t['C.2.138', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 3 : 55\n",
+ "Cluster Nr. 1 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 76\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.2.140', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.2.140', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 191\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.2.140', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 191\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.2.140', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.2.140', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.2.140', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 31\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 0 : 87\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.142', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 0 : 55\n",
+ "Cluster Nr. 2 : 32\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.142', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 189\n",
+ "Cluster Nr. 1 : 55\n",
+ "Cluster Nr. 2 : 32\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.142', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 2 : 55\n",
+ "Cluster Nr. 0 : 32\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.142', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 221\n",
+ "Cluster Nr. 0 : 55\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.142', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 1 : 55\n",
+ "Cluster Nr. 2 : 32\n",
+ "Result ==>\n",
+ "\t[ 276 4 ]\t1473980508\t1522686863\t['C.2.142', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 187\n",
+ "Cluster Nr. 1 : 55\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 0 : 89\n",
+ "Cluster Nr. 2 : 55\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 81\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.144', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.144', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.144', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.144', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.144', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.144', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Cluster Nr. 3 : 10\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.144', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9606986899563319\n",
+ "Reliability : 0.9247046425203838\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.961038961038961\n",
+ "Reliability : 0.9247046425203838\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 156\n",
+ "Cluster Nr. 0 : 28\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 81\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.146', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.146', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.146', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.146', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.146', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 37\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.146', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.146', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8173913043478261\n",
+ "Reliability : 0.6912872506751315\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8347457627118644\n",
+ "Reliability : 0.6912872506751315\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 107\n",
+ "Cluster Nr. 3 : 83\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 81\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.148', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 37\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.148', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.148', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 37\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.148', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.148', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.148', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 54\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 0 : 37\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.148', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8059071729957806\n",
+ "Reliability : 0.6594741487434385\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8026315789473685\n",
+ "Reliability : 0.6594741487434385\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 148\n",
+ "Cluster Nr. 4 : 42\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 81\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.150', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.150', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.150', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 37\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.150', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.150', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.150', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.150', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9519650655021834\n",
+ "Reliability : 0.8966389296785773\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9434782608695652\n",
+ "Reliability : 0.8966389296785773\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 1 : 32\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 81\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.152', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 37\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.152', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.568\n",
+ "Inserted : C.3.956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.152', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.152', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.152', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 272 4 ]\t1473980508\t1522686863\t['C.2.152', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 37\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 0 : 126\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.2.154', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.2.154', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.2.154', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.2.154', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 272\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.2.154', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 2 : 82\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.2.154', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 2 : 82\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 3 : 56\n",
+ "Cluster Nr. 0 : 82\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 118\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.156', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.156', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.156', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.156', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 118\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.156', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.156', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 107\n",
+ "Cluster Nr. 0 : 11\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.156', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9540816326530612\n",
+ "Reliability : 0.9194884306382185\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9536082474226805\n",
+ "Reliability : 0.9194884306382185\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 104\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 118\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.158', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.158', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.158', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.158', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 118\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.158', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.158', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.1002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 111\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 102\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 118\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.160', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.160', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.160', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.160', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 118\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.160', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.160', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1014\n",
+ "('T', 'Sigma') \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 95\n",
+ "Cluster Nr. 0 : 23\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.160', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8947368421052632\n",
+ "Reliability : 0.8377686259827779\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8969072164948454\n",
+ "Reliability : 0.8377686259827779\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 221 4 ]\t1473980508\t1522686863\t['C.2.162', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 221 4 ]\t1473980508\t1522686863\t['C.2.162', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 221 4 ]\t1473980508\t1522686863\t['C.2.162', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 221 4 ]\t1473980508\t1522686863\t['C.2.162', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 221 4 ]\t1473980508\t1522686863\t['C.2.162', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 2 : 102\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 0 : 16\n",
+ "Result ==>\n",
+ "\t[ 221 4 ]\t1473980508\t1522686863\t['C.2.162', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9217877094972067\n",
+ "Reliability : 0.8646616541353384\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9230769230769231\n",
+ "Reliability : 0.8646616541353384\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 0 : 112\n",
+ "Cluster Nr. 2 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 0 : 96\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 2 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 118\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.164', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.164', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.164', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.164', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 118\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.164', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 118\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.164', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 4 : 57\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 10\n",
+ "Result ==>\n",
+ "\t[ 236 4 ]\t1473980508\t1522686863\t['C.2.164', 'C.2.154']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7368421052631579\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7473684210526316\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 0 : 134\n",
+ "Result ==>\n",
+ "\t[ 194 4 ]\t1473980508\t1522686863\t['C.2.166', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 60\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 0 : 76\n",
+ "Result ==>\n",
+ "\t[ 194 4 ]\t1473980508\t1522686863\t['C.2.166', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 45\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 0 : 76\n",
+ "Result ==>\n",
+ "\t[ 194 4 ]\t1473980508\t1522686863\t['C.2.166', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 45\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 0 : 76\n",
+ "Result ==>\n",
+ "\t[ 194 4 ]\t1473980508\t1522686863\t['C.2.166', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 60\n",
+ "Cluster Nr. 1 : 134\n",
+ "Result ==>\n",
+ "\t[ 194 4 ]\t1473980508\t1522686863\t['C.2.166', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.3.1050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 76\n",
+ "Result ==>\n",
+ "\t[ 194 4 ]\t1473980508\t1522686863\t['C.2.166', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 58\n",
+ "Cluster Nr. 0 : 76\n",
+ "Result ==>\n",
+ "\t[ 194 4 ]\t1473980508\t1522686863\t['C.2.166', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.3.1054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.3.1054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 54\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "###############################################TIER 4###############################################\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 284\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.168', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.168', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.168', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 161\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.168', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 325\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.168', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.168', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 162\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 3 : 152\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 284\n",
+ "Cluster Nr. 1 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.170', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.170', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.170', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.170', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 322\n",
+ "Cluster Nr. 0 : 123\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.170', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.170', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 1 : 69\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.170', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.851063829787234\n",
+ "Reliability : 0.7805841217605923\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.844311377245509\n",
+ "Reliability : 0.7805841217605923\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 284\n",
+ "Cluster Nr. 0 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.172', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.172', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.172', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.172', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 325\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.172', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.172', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 156\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 4 : 23\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 3 : 12\n",
+ "Cluster Nr. 2 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.172', 'C.2.35']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9292307692307692\n",
+ "Reliability : 0.8856684071476078\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9154078549848943\n",
+ "Reliability : 0.8856684071476078\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 325\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.174', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 161\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.174', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 41\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.174', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 3 : 41\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.174', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 325\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.174', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 202\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.174', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 41\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.174', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 4 : 58\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 3 : 41\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.174', 'C.2.35']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8606811145510835\n",
+ "Reliability : 0.8264490070683271\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8610271903323263\n",
+ "Reliability : 0.8264490070683271\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.176', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.176', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.176', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 161\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.176', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 325\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.176', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.176', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.178', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 82\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.178', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 82\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.178', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 120\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 2 : 82\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.178', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 325\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.178', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 82\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.178', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 3 : 116\n",
+ "Cluster Nr. 0 : 127\n",
+ "Cluster Nr. 2 : 82\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.178', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7431192660550459\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7484662576687117\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 71\n",
+ "Cluster Nr. 1 : 152\n",
+ "Cluster Nr. 4 : 20\n",
+ "Cluster Nr. 0 : 82\n",
+ "Result ==>\n",
+ "\t[ 445 4 ]\t1473980508\t1516802909\t['C.3.178', 'C.2.35']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7928994082840237\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7911764705882353\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 270\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.3.180', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 229\n",
+ "Cluster Nr. 2 : 41\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.3.180', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 229\n",
+ "Cluster Nr. 3 : 27\n",
+ "Cluster Nr. 0 : 41\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.3.180', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 3 : 27\n",
+ "Cluster Nr. 2 : 41\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.3.180', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 270\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.3.180', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 1 : 41\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.3.180', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 161\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 2 : 41\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.3.180', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 281\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.3.182', 'C.2.35']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.3.182', 'C.2.35']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.3.182', 'C.2.35']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 161\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.3.182', 'C.2.35']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 322\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.3.182', 'C.2.35']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.3.182', 'C.2.35']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 1 : 147\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.3.182', 'C.2.35']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.963855421686747\n",
+ "Reliability : 0.9529167111016317\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9622641509433962\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 0.9529167111016317\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 289\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.184', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 89\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.184', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.184', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 200\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.184', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 408\n",
+ "Cluster Nr. 1 : 89\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.184', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.184', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.184', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 4 : 25\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.184', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9478021978021978\n",
+ "Reliability : 0.9237240485093544\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9504132231404959\n",
+ "Reliability : 0.9237240485093544\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.186', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 89\n",
+ "Cluster Nr. 2 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.186', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.186', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.186', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 408\n",
+ "Cluster Nr. 1 : 89\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.186', 'C.2.45']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.186', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.186', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 4 : 36\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.186', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9272237196765498\n",
+ "Reliability : 0.891406838562298\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.921832884097035\n",
+ "Reliability : 0.891406838562298\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.278\n",
+ "Inserted : C.4.1192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 329\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.188', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 1 : 129\n",
+ "Cluster Nr. 0 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.188', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.188', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.188', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 329\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.188', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 1 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.188', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 2 : 129\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.188', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 3 : 129\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 4 : 16\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.188', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9661458333333334\n",
+ "Reliability : 0.9532172008056252\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9659685863874345\n",
+ "Reliability : 0.9532172008056252\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 1 : 248\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.190', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.190', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.190', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.190', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 482\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.190', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 249\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.190', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.190', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 329\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.192', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 2 : 129\n",
+ "Cluster Nr. 0 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.192', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 1 : 129\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.192', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.192', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 329\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.192', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 1 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.192', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1234\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 2 : 129\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.192', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 2 : 129\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 4 : 32\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.192', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9405405405405406\n",
+ "Reliability : 0.9079607466024029\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9449035812672176\n",
+ "Reliability : 0.9079607466024029\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 248\n",
+ "Cluster Nr. 0 : 249\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.194', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.194', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.194', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 200\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.194', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 482\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.194', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.194', 'C.2.45']\tNone \tSpe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.194', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 4 : 95\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.194', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8131578947368421\n",
+ "Reliability : 0.7103382841070645\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7955801104972375\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.196', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 89\n",
+ "Cluster Nr. 0 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.196', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.196', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.196', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 408\n",
+ "Cluster Nr. 1 : 89\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.196', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.196', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.196', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.198', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 89\n",
+ "Cluster Nr. 2 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.198', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.198', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.198', 'C.2.45']\tNone \tKMe05 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 408\n",
+ "Cluster Nr. 1 : 89\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.198', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.198', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.198', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 4 : 31\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.198', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9366754617414248\n",
+ "Reliability : 0.9060138553462768\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9421052631578948\n",
+ "Reliability : 0.9060138553462768\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 289\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.200', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 89\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.200', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1192\n",
+ "Inserted : C.4.1286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.200', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 200\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.200', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 408\n",
+ "Cluster Nr. 0 : 89\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.200', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.200', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.200', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 289\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.202', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.1298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.202', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.202', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 241\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.202', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 482\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.202', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.202', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.202', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 232\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.204', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 89\n",
+ "Cluster Nr. 0 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.204', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.204', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.204', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 408\n",
+ "Cluster Nr. 1 : 89\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.204', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.204', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.204', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.204', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9779005524861878\n",
+ "Reliability : 0.9689675862844856\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9782608695652174\n",
+ "Reliability : 0.9689675862844856\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 207\n",
+ "Cluster Nr. 0 : 290\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.206', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 207\n",
+ "Cluster Nr. 2 : 101\n",
+ "Cluster Nr. 1 : 189\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.206', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 0 : 101\n",
+ "Cluster Nr. 2 : 189\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.206', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 2 : 101\n",
+ "Cluster Nr. 0 : 189\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.206', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 207\n",
+ "Cluster Nr. 0 : 290\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.206', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 0 : 263\n",
+ "Cluster Nr. 2 : 101\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.206', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 2 : 101\n",
+ "Cluster Nr. 1 : 189\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.206', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 0 : 101\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 248\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.208', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.208', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.208', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1286\n",
+ "Inserted : C.4.1346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 200\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.208', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 482\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.208', 'C.2.45']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 249\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.208', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.208', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 4 : 227\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.208', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9522546419098143\n",
+ "Reliability : 0.9266568186396293\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9529085872576177\n",
+ "Reliability : 0.9266568186396293\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.210', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 89\n",
+ "Cluster Nr. 0 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.210', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.210', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.210', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 408\n",
+ "Cluster Nr. 0 : 89\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.210', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.210', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.210', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 329\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.212', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 1 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.212', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.1374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 2 : 129\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.212', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.212', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 329\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.212', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 129\n",
+ "Cluster Nr. 2 : 200\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.212', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 3 : 129\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.212', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 2 : 129\n",
+ "Cluster Nr. 4 : 114\n",
+ "Cluster Nr. 0 : 86\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.212', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8224043715846995\n",
+ "Reliability : 0.7630939434963049\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8324175824175825\n",
+ "Reliability : 0.7630939434963049\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 289\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.214', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 89\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.214', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.214', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 200\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.214', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 408\n",
+ "Cluster Nr. 1 : 89\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.214', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.214', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.214', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 197\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 4 : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 1 : 248\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.216', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.216', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.216', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.216', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 482\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.216', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.216', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.216', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 242\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 289\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.218', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 89\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.218', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.218', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 200\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.218', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 408\n",
+ "Cluster Nr. 0 : 89\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.218', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.218', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.218', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 125\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.218', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8406593406593407\n",
+ "Reliability : 0.7812537632576815\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8551532033426184\n",
+ "Reliability : 0.7812537632576815\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 307\n",
+ "Cluster Nr. 1 : 190\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.220', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 190\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.220', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.220', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 190\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.220', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 381\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.220', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 264\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.220', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.220', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 4 : 35\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 497 4 ]\t1473980508\t1516802909\t['C.3.220', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9305555555555556\n",
+ "Reliability : 0.9057238417907452\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9373297002724795\n",
+ "Reliability : 0.9057238417907452\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 280\n",
+ "Cluster Nr. 0 : 248\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.222', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 280\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.222', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 280\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.222', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.1448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 280\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.222', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 513\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.222', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 280\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.222', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 280\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.222', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 279\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.224', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 200\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.224', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.224', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.224', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.224', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 200\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.224', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.224', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 179\n",
+ "Cluster Nr. 4 : 21\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.224', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9578947368421052\n",
+ "Reliability : 0.9420964458116299\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9715025906735751\n",
+ "Reliability : 0.9420964458116299\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 360\n",
+ "Cluster Nr. 0 : 168\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.226', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 1 : 168\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.226', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.226', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.226', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 360\n",
+ "Cluster Nr. 0 : 168\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.226', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 168\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.226', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 3 : 170\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.226', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 3 : 166\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 270\n",
+ "Cluster Nr. 1 : 258\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.228', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 237\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 0 : 113\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.228', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 113\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.228', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 3 : 80\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.228', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 270\n",
+ "Cluster Nr. 1 : 258\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.228', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 102\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 168\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.228', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 102\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 113\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.228', 'C.2.45']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 102\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 4 : 80\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.228', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 350\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.230', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.230', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.230', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 302\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.230', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 513\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.230', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 335\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.230', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 3 : 178\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.230', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 3 : 178\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.232', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.232', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.232', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 182\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.232', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1524\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.232', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 208\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.232', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 182\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 528 4 ]\t1473980508\t1516802909\t['C.3.232', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 175\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 0 : 378\n",
+ "Result ==>\n",
+ "\t[ 541 4 ]\t1473980508\t1516802909\t['C.3.234', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 2 : 208\n",
+ "Result ==>\n",
+ "\t[ 541 4 ]\t1473980508\t1516802909\t['C.3.234', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 541 4 ]\t1473980508\t1516802909\t['C.3.234', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 125\n",
+ "Cluster Nr. 2 : 170\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 541 4 ]\t1473980508\t1516802909\t['C.3.234', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 0 : 378\n",
+ "Result ==>\n",
+ "\t[ 541 4 ]\t1473980508\t1516802909\t['C.3.234', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 295\n",
+ "Cluster Nr. 2 : 38\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 541 4 ]\t1473980508\t1516802909\t['C.3.234', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 125\n",
+ "Cluster Nr. 3 : 170\n",
+ "Cluster Nr. 0 : 38\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 541 4 ]\t1473980508\t1516802909\t['C.3.234', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 4 : 78\n",
+ "Cluster Nr. 2 : 38\n",
+ "Cluster Nr. 3 : 208\n",
+ "Result ==>\n",
+ "\t[ 541 4 ]\t1473980508\t1516802909\t['C.3.234', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8512820512820513\n",
+ "Reliability : 0.8026873718794755\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8564231738035264\n",
+ "Reliability : 0.8026873718794755\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 0 : 249\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.236', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.236', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.236', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.236', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 457\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.236', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.236', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 223\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.236', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 263\n",
+ "Cluster Nr. 0 : 209\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.238', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 2 : 81\n",
+ "Cluster Nr. 0 : 209\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.238', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 66\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.238', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 182\n",
+ "Cluster Nr. 2 : 66\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.238', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 391\n",
+ "Cluster Nr. 1 : 81\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.238', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 248\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.238', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 182\n",
+ "Cluster Nr. 0 : 66\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.238', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 2 : 66\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 4 : 22\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.238', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9475138121546961\n",
+ "Reliability : 0.9285409203637366\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9445983379501385\n",
+ "Reliability : 0.9285409203637366\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 1 : 322\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.240', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 2 : 209\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.240', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.240', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.240', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 322\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.240', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 0 : 209\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.240', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.240', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 4 : 24\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.240', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9498607242339833\n",
+ "Reliability : 0.9275933556858028\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9418604651162791\n",
+ "Reliability : 0.9275933556858028\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.242', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 2 : 209\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.242', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 1 : 66\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 0 : 80\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.242', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 3 : 66\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 0 : 80\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.242', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.242', 'C.2.45']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 1 : 209\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.242', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 66\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 3 : 80\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.242', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 3 : 66\n",
+ "Cluster Nr. 1 : 98\n",
+ "Cluster Nr. 4 : 111\n",
+ "Cluster Nr. 0 : 80\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.242', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8050847457627118\n",
+ "Reliability : 0.7287334593572778\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.792022792022792\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 263\n",
+ "Cluster Nr. 1 : 209\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.244', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.244', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.244', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.244', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 457\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.244', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 248\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.244', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 215\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.244', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 203\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 3 : 12\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.244', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9728997289972899\n",
+ "Reliability : 0.9577987946774867\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.971830985915493\n",
+ "Reliability : 0.9577987946774867\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 322\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.246', 'C.2.45']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 113\n",
+ "Cluster Nr. 2 : 209\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.246', 'C.2.45']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 113\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.246', 'C.2.45']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.246', 'C.2.45']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 322\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.246', 'C.2.45']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 0 : 209\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.246', 'C.2.45']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.246', 'C.2.45']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 4 : 198\n",
+ "Cluster Nr. 0 : 11\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.3.246', 'C.2.45']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9724517906336089\n",
+ "Reliability : 0.9654515479025463\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9774011299435028\n",
+ "Reliability : 0.9654515479025463\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1638\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 277 4 ]\t1473980508\t1516802909\t['C.3.248', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 277 4 ]\t1473980508\t1516802909\t['C.3.248', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 102\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 21\n",
+ "Result ==>\n",
+ "\t[ 277 4 ]\t1473980508\t1516802909\t['C.3.248', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 21\n",
+ "Result ==>\n",
+ "\t[ 277 4 ]\t1473980508\t1516802909\t['C.3.248', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 277 4 ]\t1473980508\t1516802909\t['C.3.248', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 21\n",
+ "Result ==>\n",
+ "\t[ 277 4 ]\t1473980508\t1516802909\t['C.3.248', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 21\n",
+ "Result ==>\n",
+ "\t[ 277 4 ]\t1473980508\t1516802909\t['C.3.248', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 118\n",
+ "Cluster Nr. 0 : 21\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.250', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 126\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.250', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 126\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.250', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 138\n",
+ "Cluster Nr. 1 : 126\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.250', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 264\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.250', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 126\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.250', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 112\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.250', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9556313993174061\n",
+ "Reliability : 0.9433320782298611\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9689655172413794\n",
+ "Reliability : 0.9433320782298611\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 109\n",
+ "Cluster Nr. 3 : 12\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 305\n",
+ "Cluster Nr. 0 : 214\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.252', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 214\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.252', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 214\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.252', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 4 : 214\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.252', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 384\n",
+ "Cluster Nr. 1 : 135\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.252', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 214\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.252', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 1 : 150\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.3.254', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 2 : 126\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.3.254', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 126\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.3.254', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 126\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.3.254', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 0 : 150\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.3.254', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 150\n",
+ "Cluster Nr. 1 : 126\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.3.254', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 126\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.3.254', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 3 : 124\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 272\n",
+ "Cluster Nr. 1 : 247\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.256', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 2 : 214\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.256', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.256', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.256', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 382\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.256', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 150\n",
+ "Cluster Nr. 0 : 247\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.256', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.256', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 4 : 33\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.3.256', 'C.3.246']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.258', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 126\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.258', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 126\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.258', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 138\n",
+ "Cluster Nr. 1 : 126\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.258', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 264\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.258', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 126\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.258', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 64\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.258', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.839041095890411\n",
+ "Reliability : 0.7602568714161783\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8395904436860068\n",
+ "Reliability : 0.7602568714161783\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 96\n",
+ "Cluster Nr. 4 : 29\n",
+ "Cluster Nr. 1 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 156\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.3.260', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 123\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.3.260', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 123\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.3.260', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 0 : 123\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.3.260', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 123\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.3.260', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 0 : 123\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.3.260', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 0 : 210\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.262', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 2 : 93\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.262', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 2 : 93\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.262', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 0 : 33\n",
+ "Cluster Nr. 1 : 93\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.262', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 0 : 210\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.262', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 93\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.262', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 0 : 93\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.3.262', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 109\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 389\n",
+ "Cluster Nr. 1 : 126\n",
+ "Result ==>\n",
+ "\t[ 515 4 ]\t1473980508\t1516802909\t['C.3.264', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 268\n",
+ "Cluster Nr. 0 : 126\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 515 4 ]\t1473980508\t1516802909\t['C.3.264', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 1 : 126\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 515 4 ]\t1473980508\t1516802909\t['C.3.264', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 151\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 2 : 93\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 515 4 ]\t1473980508\t1516802909\t['C.3.264', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 389\n",
+ "Cluster Nr. 0 : 126\n",
+ "Result ==>\n",
+ "\t[ 515 4 ]\t1473980508\t1516802909\t['C.3.264', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 272\n",
+ "Cluster Nr. 2 : 150\n",
+ "Cluster Nr. 1 : 93\n",
+ "Result ==>\n",
+ "\t[ 515 4 ]\t1473980508\t1516802909\t['C.3.264', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 3 : 121\n",
+ "Result ==>\n",
+ "\t[ 515 4 ]\t1473980508\t1516802909\t['C.3.264', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 4 : 121\n",
+ "Result ==>\n",
+ "\t[ 515 4 ]\t1473980508\t1516802909\t['C.3.264', 'C.3.246']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 270\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.266', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 302\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.266', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.266', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 302\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 3 : 102\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.266', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 470\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.266', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 302\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.266', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 3 : 102\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.266', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.821256038647343\n",
+ "Reliability : 0.738542479614629\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8283582089552238\n",
+ "Reliability : 0.738542479614629\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 285\n",
+ "Cluster Nr. 3 : 168\n",
+ "Cluster Nr. 2 : 13\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 0 : 262\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1516802909\t['C.3.268', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 126\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1516802909\t['C.3.268', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 126\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1516802909\t['C.3.268', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 2 : 126\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1516802909\t['C.3.268', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 316\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1516802909\t['C.3.268', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 2 : 126\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1516802909\t['C.3.268', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1786\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 3 : 84\n",
+ "Cluster Nr. 0 : 40\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 205\n",
+ "Cluster Nr. 0 : 367\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.270', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 205\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 0 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.270', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 0 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.270', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 190\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.270', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 205\n",
+ "Cluster Nr. 0 : 367\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.270', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 205\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 1 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.270', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1798\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.270', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 145\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 205\n",
+ "Cluster Nr. 0 : 367\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.272', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 205\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.272', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 1 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.272', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 190\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.272', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 205\n",
+ "Cluster Nr. 0 : 367\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.272', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 205\n",
+ "Cluster Nr. 0 : 153\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.272', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 2 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.272', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 139\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 1 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.272', 'C.3.246']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9770992366412213\n",
+ "Reliability : 0.9642330284580104\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9754299754299754\n",
+ "Reliability : 0.9642330284580104\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 1 : 229\n",
+ "Result ==>\n",
+ "\t[ 431 4 ]\t1473980508\t1516802909\t['C.3.274', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 100\n",
+ "Cluster Nr. 1 : 229\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 431 4 ]\t1473980508\t1516802909\t['C.3.274', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 100\n",
+ "Cluster Nr. 1 : 229\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 431 4 ]\t1473980508\t1516802909\t['C.3.274', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 100\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 431 4 ]\t1473980508\t1516802909\t['C.3.274', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 329\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 431 4 ]\t1473980508\t1516802909\t['C.3.274', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 100\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 431 4 ]\t1473980508\t1516802909\t['C.3.274', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 1 : 221\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 100\n",
+ "Cluster Nr. 0 : 222\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 291\n",
+ "Result ==>\n",
+ "\t[ 500 4 ]\t1473980508\t1516802909\t['C.3.276', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 500 4 ]\t1473980508\t1516802909\t['C.3.276', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 209\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 500 4 ]\t1473980508\t1516802909\t['C.3.276', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 500 4 ]\t1473980508\t1516802909\t['C.3.276', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 1 : 123\n",
+ "Result ==>\n",
+ "\t[ 500 4 ]\t1473980508\t1516802909\t['C.3.276', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 500 4 ]\t1473980508\t1516802909\t['C.3.276', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 26\n",
+ "Cluster Nr. 3 : 142\n",
+ "Cluster Nr. 0 : 123\n",
+ "Result ==>\n",
+ "\t[ 500 4 ]\t1473980508\t1516802909\t['C.3.276', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.94579945799458\n",
+ "Reliability : 0.922231670219646\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9448818897637795\n",
+ "Reliability : 0.922231670219646\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 162\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 310\n",
+ "Cluster Nr. 0 : 262\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.278', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 1 : 222\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.278', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 0 : 222\n",
+ "Cluster Nr. 1 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.278', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 1 : 222\n",
+ "Cluster Nr. 0 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.278', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 310\n",
+ "Cluster Nr. 1 : 262\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.278', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 270\n",
+ "Cluster Nr. 1 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.278', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 0 : 222\n",
+ "Cluster Nr. 1 : 214\n",
+ "Result ==>\n",
+ "\t[ 572 4 ]\t1473980508\t1516802909\t['C.3.278', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 3 : 221\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 297\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.280', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.280', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.280', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 195\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.280', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 297\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.280', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.280', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 3 : 21\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 335\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.282', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 2 : 153\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.282', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 0 : 153\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.282', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 4 : 153\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.282', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 379\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.282', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 2 : 153\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.282', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 131\n",
+ "Cluster Nr. 3 : 22\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.282', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9616368286445013\n",
+ "Reliability : 0.9413468673300481\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9619289340101523\n",
+ "Reliability : 0.9413468673300481\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 4 : 29\n",
+ "Cluster Nr. 2 : 110\n",
+ "Cluster Nr. 3 : 14\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.282', 'C.3.246']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9313984168865436\n",
+ "Reliability : 0.8868312129201599\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9298701298701298\n",
+ "Reliability : 0.8868312129201599\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 1 : 222\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.284', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 0 : 222\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.284', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 1 : 222\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.284', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 1 : 222\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.284', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 360\n",
+ "Cluster Nr. 1 : 201\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.284', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 2 : 222\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.284', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 3 : 11\n",
+ "Cluster Nr. 1 : 222\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.284', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9777227722772277\n",
+ "Reliability : 0.9702795138093849\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9870801033591732\n",
+ "Reliability : 0.9702795138093849\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 118\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 3 : 12\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 407\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.286', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.286', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 105\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.286', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 105\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.286', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 440\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.286', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 105\n",
+ "Cluster Nr. 1 : 335\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.286', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 105\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.286', 'C.3.246']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 105\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1516802909\t['C.3.286', 'C.3.246']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 297\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.288', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.288', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.288', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 195\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 102\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.288', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 297\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.288', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.1924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.288', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 3 : 79\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1516802909\t['C.3.288', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.803125\n",
+ "Reliability : 0.7338801098932132\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7962962962962963\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 180\n",
+ "Cluster Nr. 1 : 13\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 312\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.3.290', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 2 : 90\n",
+ "Cluster Nr. 1 : 222\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.3.290', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 2 : 90\n",
+ "Cluster Nr. 1 : 222\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.3.290', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 2 : 90\n",
+ "Cluster Nr. 1 : 222\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.3.290', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 316\n",
+ "Cluster Nr. 0 : 222\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.3.290', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 90\n",
+ "Cluster Nr. 2 : 222\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.3.290', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 0 : 90\n",
+ "Cluster Nr. 3 : 70\n",
+ "Cluster Nr. 2 : 222\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1516802909\t['C.3.290', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8582887700534759\n",
+ "Reliability : 0.8064099529724111\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8776595744680851\n",
+ "Reliability : 0.8064099529724111\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 202\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 225\n",
+ "Cluster Nr. 0 : 224\n",
+ "Result ==>\n",
+ "\t[ 449 4 ]\t1473980508\t1516802909\t['C.3.292', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 2 : 134\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 449 4 ]\t1473980508\t1516802909\t['C.3.292', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 105\n",
+ "Cluster Nr. 3 : 90\n",
+ "Cluster Nr. 1 : 134\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 449 4 ]\t1473980508\t1516802909\t['C.3.292', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 105\n",
+ "Cluster Nr. 3 : 90\n",
+ "Cluster Nr. 1 : 134\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 449 4 ]\t1473980508\t1516802909\t['C.3.292', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 225\n",
+ "Cluster Nr. 0 : 224\n",
+ "Result ==>\n",
+ "\t[ 449 4 ]\t1473980508\t1516802909\t['C.3.292', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 2 : 134\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 449 4 ]\t1473980508\t1516802909\t['C.3.292', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 105\n",
+ "Cluster Nr. 2 : 90\n",
+ "Cluster Nr. 0 : 134\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 449 4 ]\t1473980508\t1516802909\t['C.3.292', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 23\n",
+ "Cluster Nr. 3 : 82\n",
+ "Cluster Nr. 4 : 90\n",
+ "Cluster Nr. 1 : 134\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 449 4 ]\t1473980508\t1516802909\t['C.3.292', 'C.3.246']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9461077844311377\n",
+ "Reliability : 0.9322554270196788\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9478260869565217\n",
+ "Reliability : 0.9322554270196788\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 304\n",
+ "Cluster Nr. 0 : 256\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.294', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 304\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.294', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 304\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.294', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 304\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 3 : 102\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.294', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 458\n",
+ "Cluster Nr. 1 : 102\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.294', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 304\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 102\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.294', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 296\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 20\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 282\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 337\n",
+ "Cluster Nr. 1 : 223\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.296', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 201\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.296', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 201\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.296', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 3 : 223\n",
+ "Cluster Nr. 4 : 201\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.296', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 359\n",
+ "Cluster Nr. 1 : 201\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.296', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 201\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.296', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 134\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 0 : 336\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.298', 'C.3.246']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.298', 'C.3.246']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 2 : 154\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.298', 'C.3.246']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 0 : 182\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.298', 'C.3.246']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.298', 'C.3.246']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 182\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.298', 'C.3.246']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 3 : 19\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1516802909\t['C.3.298', 'C.3.246']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9601990049751243\n",
+ "Reliability : 0.949216426733929\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9657701711491442\n",
+ "Reliability : 0.949216426733929\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 224\n",
+ "Cluster Nr. 1 : 152\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 391\n",
+ "Cluster Nr. 0 : 229\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.3.300', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 1 : 215\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.3.300', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.1998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.1998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.3.300', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 103\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 4 : 15\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.3.300', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 391\n",
+ "Cluster Nr. 1 : 229\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.3.300', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 0 : 303\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.3.300', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.3.300', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 4 : 200\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.3.300', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 339\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1516802909\t['C.3.302', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1516802909\t['C.3.302', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1516802909\t['C.3.302', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1516802909\t['C.3.302', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1516802909\t['C.3.302', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 2 : 256\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1516802909\t['C.3.302', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1516802909\t['C.3.302', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 3 : 128\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 218\n",
+ "Cluster Nr. 1 : 209\n",
+ "Result ==>\n",
+ "\t[ 427 4 ]\t1473980508\t1516802909\t['C.3.304', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 2 : 95\n",
+ "Result ==>\n",
+ "\t[ 427 4 ]\t1473980508\t1516802909\t['C.3.304', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 95\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 427 4 ]\t1473980508\t1516802909\t['C.3.304', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 95\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 427 4 ]\t1473980508\t1516802909\t['C.3.304', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 218\n",
+ "Cluster Nr. 0 : 209\n",
+ "Result ==>\n",
+ "\t[ 427 4 ]\t1473980508\t1516802909\t['C.3.304', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 427 4 ]\t1473980508\t1516802909\t['C.3.304', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 95\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 427 4 ]\t1473980508\t1516802909\t['C.3.304', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 2 : 95\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 427 4 ]\t1473980508\t1516802909\t['C.3.304', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.92\n",
+ "Reliability : 0.8989180435008995\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9195046439628483\n",
+ "Reliability : 0.8989180435008995\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1516802909\t['C.3.306', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 166\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1516802909\t['C.3.306', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1516802909\t['C.3.306', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1516802909\t['C.3.306', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.2048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 351\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1516802909\t['C.3.306', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1516802909\t['C.3.306', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 3 : 166\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1516802909\t['C.3.306', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 4 : 50\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1516802909\t['C.3.306', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9154589371980676\n",
+ "Reliability : 0.8814758537558466\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9097560975609756\n",
+ "Reliability : 0.8814758537558466\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 350\n",
+ "Cluster Nr. 1 : 258\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.308', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 247\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.308', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 0 : 247\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.308', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 0 : 247\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.308', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 350\n",
+ "Cluster Nr. 1 : 258\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.308', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 273\n",
+ "Cluster Nr. 2 : 247\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.308', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 103\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 247\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.308', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 2 : 246\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 317\n",
+ "Cluster Nr. 0 : 291\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.310', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 0 : 291\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.310', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 181\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.310', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 136\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.310', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 317\n",
+ "Cluster Nr. 1 : 291\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.310', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 181\n",
+ "Cluster Nr. 1 : 306\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.310', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 136\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.310', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 3 : 166\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.3.312', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 142\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.3.312', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 97\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.3.312', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 97\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.3.312', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.3.312', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 1 : 97\n",
+ "Cluster Nr. 0 : 166\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.3.312', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 1 : 97\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.3.312', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 97\n",
+ "Cluster Nr. 1 : 45\n",
+ "Cluster Nr. 2 : 118\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 397\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.314', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 181\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.314', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 181\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.314', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 181\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.314', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 397\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.314', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.314', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.314', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 1 : 207\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 367\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.316', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 181\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.316', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 181\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.316', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 2 : 186\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.316', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 367\n",
+ "Cluster Nr. 0 : 241\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.316', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 181\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.316', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.316', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 181\n",
+ "Cluster Nr. 3 : 166\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 4 : 20\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 608 4 ]\t1473980508\t1516802909\t['C.3.316', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9621749408983451\n",
+ "Reliability : 0.9557657441184823\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9522673031026253\n",
+ "Reliability : 0.9557657441184823\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 485 4 ]\t1473980508\t1516802909\t['C.3.318', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 166\n",
+ "Result ==>\n",
+ "\t[ 485 4 ]\t1473980508\t1516802909\t['C.3.318', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 485 4 ]\t1473980508\t1516802909\t['C.3.318', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 181\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 485 4 ]\t1473980508\t1516802909\t['C.3.318', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 485 4 ]\t1473980508\t1516802909\t['C.3.318', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 166\n",
+ "Result ==>\n",
+ "\t[ 485 4 ]\t1473980508\t1516802909\t['C.3.318', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 485 4 ]\t1473980508\t1516802909\t['C.3.318', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 180\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 4 : 45\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 356\n",
+ "Cluster Nr. 0 : 249\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.320', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.320', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 1 : 204\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.320', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 204\n",
+ "Cluster Nr. 4 : 10\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.320', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 356\n",
+ "Cluster Nr. 0 : 249\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.320', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 253\n",
+ "Cluster Nr. 2 : 148\n",
+ "Cluster Nr. 0 : 204\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.320', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 208\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 55\n",
+ "Cluster Nr. 1 : 204\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.320', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 4 : 45\n",
+ "Cluster Nr. 0 : 204\n",
+ "Cluster Nr. 1 : 10\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.3.320', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.4.2158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.322', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.322', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.322', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.322', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.322', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 270\n",
+ "Cluster Nr. 2 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 3 : 102\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 225\n",
+ "Cluster Nr. 3 : 27\n",
+ "Cluster Nr. 0 : 14\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.324', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.324', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.324', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.324', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.324', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.324', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.324', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.896875\n",
+ "Reliability : 0.8152682751170328\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8885245901639345\n",
+ "Reliability : 0.8152682751170328\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 4 : 131\n",
+ "Cluster Nr. 0 : 107\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.326', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.326', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.326', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.326', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.326', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.326', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 3 : 18\n",
+ "Cluster Nr. 0 : 222\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.326', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9546925566343042\n",
+ "Reliability : 0.9266234385429579\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9554140127388535\n",
+ "Reliability : 0.9266234385429579\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 3 : 25\n",
+ "Cluster Nr. 4 : 21\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.326', 'C.2.53']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8786885245901639\n",
+ "Reliability : 0.8227683822038366\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9040247678018576\n",
+ "Reliability : 0.8227683822038366\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.328', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.328', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.328', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 154\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.328', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 308\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.328', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.328', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 148\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 4 : 17\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.330', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.330', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.330', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.330', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.330', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 32\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.330', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9233226837060703\n",
+ "Reliability : 0.8595597897503285\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9261538461538461\n",
+ "Reliability : 0.8595597897503285\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 19\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 2 : 217\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 0 : 12\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.332', 'C.3.330']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.332', 'C.3.330']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.332', 'C.3.330']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 154\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.332', 'C.3.330']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 308\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.332', 'C.3.330']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.332', 'C.3.330']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2234\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 149\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.334', 'C.3.330']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.334', 'C.3.330']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.334', 'C.3.330']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.334', 'C.3.330']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.334', 'C.3.330']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.334', 'C.3.330']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.775\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7903225806451613\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 2 : 12\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.336', 'C.3.330']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.336', 'C.3.330']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.336', 'C.3.330']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.336', 'C.3.330']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.336', 'C.3.330']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 34\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.336', 'C.3.330']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 53\n",
+ "Cluster Nr. 0 : 101\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.336', 'C.3.330']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8170731707317073\n",
+ "Reliability : 0.7386105742628248\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8130081300813008\n",
+ "Reliability : 0.7386105742628248\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 145\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.338', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.338', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.338', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.338', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.338', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.338', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 166\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.340', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.340', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.340', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.340', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.340', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.340', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 4 : 34\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.342', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.342', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.342', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.342', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 274\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.342', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 97\n",
+ "Cluster Nr. 2 : 177\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.342', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7891373801916933\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7795527156549521\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 248\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 2 : 18\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.344', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.344', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2294\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.344', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.344', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.344', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.344', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 233\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 0 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 66\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.344', 'C.2.53']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.6558441558441559\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.6816720257234726\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 68\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.346', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 68\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.346', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 68\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.346', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 68\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.346', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 68\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.346', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 232\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 2 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 163\n",
+ "Cluster Nr. 0 : 65\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 12\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.346', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7583333333333333\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7603305785123967\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 2 : 13\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 0 : 12\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.346', 'C.2.53']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9007936507936508\n",
+ "Reliability : 0.7109718623847683\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.871900826446281\n",
+ "Reliability : 0.7109718623847683\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.348', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.348', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.348', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.348', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.348', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.348', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 53\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.348', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9508196721311475\n",
+ "Reliability : 0.926019487549621\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9435483870967742\n",
+ "Reliability : 0.926019487549621\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.350', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.350', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.350', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.350', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.350', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.350', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.352', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.352', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.352', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.352', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.352', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.352', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 60\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 4 : 45\n",
+ "Cluster Nr. 2 : 21\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.354', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.354', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.354', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.354', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 308 4 ]\t1474685281\t1521127385\t['C.3.354', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 2 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 148\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 0 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 124\n",
+ "Cluster Nr. 4 : 42\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 2 : 17\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.356', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.356', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.356', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.356', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 274\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.356', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 273\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 3 : 126\n",
+ "Cluster Nr. 2 : 21\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.356', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.6741214057507987\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.6730158730158731\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 1 : 66\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.358', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.358', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.358', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.358', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.358', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.358', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 230\n",
+ "Cluster Nr. 3 : 10\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.358', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9774193548387097\n",
+ "Reliability : 0.9585201141060721\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9807073954983923\n",
+ "Reliability : 0.9585201141060721\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 238\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.360', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 34\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.360', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.360', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.360', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.360', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.360', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 217\n",
+ "Cluster Nr. 3 : 23\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.360', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9501557632398754\n",
+ "Reliability : 0.9072121169226414\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9554140127388535\n",
+ "Reliability : 0.9072121169226414\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.362', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.362', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.362', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.362', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.362', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.362', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 222\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 18\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.362', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.956386292834891\n",
+ "Reliability : 0.9266234385429579\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9712460063897763\n",
+ "Reliability : 0.9266234385429579\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 229\n",
+ "Cluster Nr. 0 : 34\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.364', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.364', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.364', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.364', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.364', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 3 : 27\n",
+ "Cluster Nr. 2 : 13\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.364', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9116719242902208\n",
+ "Reliability : 0.8276478977579108\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9102564102564102\n",
+ "Reliability : 0.8276478977579108\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 2 : 134\n",
+ "Cluster Nr. 3 : 93\n",
+ "Cluster Nr. 1 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.366', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.366', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.366', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.366', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 188\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.366', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 34\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.366', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 235\n",
+ "Cluster Nr. 2 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 3 : 54\n",
+ "Cluster Nr. 2 : 34\n",
+ "Cluster Nr. 0 : 16\n",
+ "Cluster Nr. 4 : 154\n",
+ "Result ==>\n",
+ "\t[ 428 4 ]\t1474685281\t1521127385\t['C.3.366', 'C.2.53']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8333333333333334\n",
+ "Reliability : 0.7408956309418671\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8453947368421053\n",
+ "Reliability : 0.7408956309418671\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.368', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.368', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.368', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 155\n",
+ "Cluster Nr. 0 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.368', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.368', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 2 : 10\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.368', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9632352941176471\n",
+ "Reliability : 0.9415744157441575\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9739776951672863\n",
+ "Reliability : 0.9415744157441575\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 2 : 18\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 129\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.370', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.370', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.370', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 155\n",
+ "Cluster Nr. 0 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.370', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.370', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 28\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.370', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9166666666666666\n",
+ "Reliability : 0.8442414508465502\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9305019305019305\n",
+ "Reliability : 0.8442414508465502\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 167\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.372', 'C.2.53']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.372', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.372', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 155\n",
+ "Cluster Nr. 0 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.372', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.372', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 176\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.374', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.374', 'C.2.53']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.374', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 155\n",
+ "Cluster Nr. 0 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.374', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 178\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.374', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 2 : 19\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.374', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9391634980988594\n",
+ "Reliability : 0.8917893510786807\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.937984496124031\n",
+ "Reliability : 0.8917893510786807\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 128\n",
+ "Cluster Nr. 1 : 48\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 3 : 64\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 2 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 92\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.376', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.376', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.376', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.376', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 92\n",
+ "Result ==>\n",
+ "\t[ 333 4 ]\t1474685281\t1521127385\t['C.3.376', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 222\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 2 : 16\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 106\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.378', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 106\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.378', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 106\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.378', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 106\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.378', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 106\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.378', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 2 : 13\n",
+ "Cluster Nr. 0 : 106\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.378', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9537366548042705\n",
+ "Reliability : 0.9167998079072044\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9619771863117871\n",
+ "Reliability : 0.9167998079072044\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 0 : 165\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.380', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 1 : 165\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.380', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 1 : 165\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.380', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 155\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 3 : 165\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.380', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 0 : 165\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.380', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 2 : 165\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.380', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 148\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 106\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.382', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 1 : 79\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.382', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 2 : 79\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.382', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 1 : 79\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.382', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2524\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 27\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.382', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 0 : 79\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.382', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 29\n",
+ "Cluster Nr. 3 : 27\n",
+ "Cluster Nr. 1 : 79\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.382', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9182156133828996\n",
+ "Reliability : 0.8377350568819487\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9107142857142857\n",
+ "Reliability : 0.8377350568819487\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 237\n",
+ "Cluster Nr. 1 : 27\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 1 : 181\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.384', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 2 : 61\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.384', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 61\n",
+ "Cluster Nr. 0 : 45\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.384', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 61\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.384', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 0 : 181\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.384', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 2 : 61\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.384', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 61\n",
+ "Cluster Nr. 0 : 45\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.384', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 4 : 61\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 0 : 113\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 0 : 61\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.386', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 286\n",
+ "Cluster Nr. 1 : 61\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.386', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 286\n",
+ "Cluster Nr. 1 : 61\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.386', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 286\n",
+ "Cluster Nr. 1 : 61\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.386', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 0 : 61\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.386', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 61\n",
+ "Cluster Nr. 2 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 61\n",
+ "Cluster Nr. 3 : 21\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.386', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9045936395759717\n",
+ "Reliability : 0.7209239890374182\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8935361216730038\n",
+ "Reliability : 0.7209239890374182\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 278\n",
+ "Cluster Nr. 1 : 61\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 106\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.388', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 61\n",
+ "Cluster Nr. 2 : 45\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.388', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 1 : 61\n",
+ "Cluster Nr. 2 : 45\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.388', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 2 : 61\n",
+ "Cluster Nr. 1 : 45\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.388', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 45\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.388', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 61\n",
+ "Cluster Nr. 1 : 45\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1474685281\t1521127385\t['C.3.388', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 0 : 61\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 3 : 61\n",
+ "Cluster Nr. 1 : 45\n",
+ "Cluster Nr. 2 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 203\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.390', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 0 : 203\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.390', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 203\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.390', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 203\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.390', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 203\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.390', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 2 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 27\n",
+ "Cluster Nr. 3 : 203\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 182\n",
+ "Cluster Nr. 0 : 203\n",
+ "Cluster Nr. 1 : 52\n",
+ "Cluster Nr. 3 : 20\n",
+ "Cluster Nr. 2 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 273\n",
+ "Cluster Nr. 0 : 191\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.392', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.392', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.392', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.392', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 1 : 345\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.392', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.392', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 3 : 130\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.392', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.963076923076923\n",
+ "Reliability : 0.9229351696617849\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9518072289156626\n",
+ "Reliability : 0.9229351696617849\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 4 : 19\n",
+ "Cluster Nr. 3 : 130\n",
+ "Cluster Nr. 0 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.394', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.394', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.394', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.394', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 393\n",
+ "Cluster Nr. 0 : 71\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.394', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 1 : 22\n",
+ "Cluster Nr. 2 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.394', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 22\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.394', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 1 : 22\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 4 : 81\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.394', 'C.2.53']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.835820895522388\n",
+ "Reliability : 0.7455738793655526\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8264705882352941\n",
+ "Reliability : 0.7455738793655526\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.396', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 0 : 71\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.396', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.396', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 0 : 22\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.396', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 393\n",
+ "Cluster Nr. 0 : 71\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.396', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 202\n",
+ "Cluster Nr. 1 : 22\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.396', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.396', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 0 : 49\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.398', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.398', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.398', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.398', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.398', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 272\n",
+ "Cluster Nr. 2 : 17\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.398', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.963963963963964\n",
+ "Reliability : 0.925607896637509\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9665653495440729\n",
+ "Reliability : 0.925607896637509\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 248\n",
+ "Cluster Nr. 3 : 35\n",
+ "Cluster Nr. 2 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 285\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.400', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 1 : 71\n",
+ "Cluster Nr. 2 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.400', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.400', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 1 : 71\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.400', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 393\n",
+ "Cluster Nr. 0 : 71\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.400', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 1 : 71\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.400', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 1 : 71\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.400', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8856304985337243\n",
+ "Reliability : 0.8406463535175556\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.908284023668639\n",
+ "Reliability : 0.8406463535175556\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 3 : 53\n",
+ "Cluster Nr. 4 : 16\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.400', 'C.2.53']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8618618618618619\n",
+ "Reliability : 0.7776738883346831\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8443804034582133\n",
+ "Reliability : 0.7776738883346831\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 0 : 323\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.402', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.402', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.402', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.402', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 0 : 323\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.402', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 273\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 22\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.402', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 119\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 1 : 22\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.402', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 22\n",
+ "Cluster Nr. 3 : 145\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.404', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.404', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.404', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.404', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.404', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 2 : 273\n",
+ "Cluster Nr. 0 : 16\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.404', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.96996996996997\n",
+ "Reliability : 0.929803305378339\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9642857142857143\n",
+ "Reliability : 0.929803305378339\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 282\n",
+ "Cluster Nr. 2 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 264\n",
+ "Cluster Nr. 2 : 11\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.406', 'C.2.53']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.406', 'C.2.53']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.406', 'C.2.53']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.406', 'C.2.53']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 1 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.406', 'C.2.53']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 2 : 240\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.406', 'C.2.53']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 223\n",
+ "Cluster Nr. 0 : 17\n",
+ "Result ==>\n",
+ "\t[ 464 4 ]\t1474685281\t1521127385\t['C.3.406', 'C.2.53']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9652173913043478\n",
+ "Reliability : 0.9387312362224011\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9584569732937686\n",
+ "Reliability : 0.9387312362224011\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 3 : 18\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 71\n",
+ "Result ==>\n",
+ "\t[ 332 4 ]\t1474685281\t1521127385\t['C.3.408', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 332 4 ]\t1474685281\t1521127385\t['C.3.408', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 332 4 ]\t1474685281\t1521127385\t['C.3.408', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 141\n",
+ "Cluster Nr. 0 : 49\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 332 4 ]\t1474685281\t1521127385\t['C.3.408', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 71\n",
+ "Result ==>\n",
+ "\t[ 332 4 ]\t1474685281\t1521127385\t['C.3.408', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 332 4 ]\t1474685281\t1521127385\t['C.3.408', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 22\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 332 4 ]\t1474685281\t1521127385\t['C.3.408', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 140\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 217\n",
+ "Cluster Nr. 1 : 403\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.410', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 217\n",
+ "Cluster Nr. 2 : 142\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.410', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 0 : 142\n",
+ "Cluster Nr. 2 : 261\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.410', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.2704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 2 : 142\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.410', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 217\n",
+ "Cluster Nr. 1 : 403\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.410', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 429\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.410', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 168\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 2 : 142\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.410', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 168\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 2 : 142\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 4 : 20\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.410', 'C.3.406']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9846153846153847\n",
+ "Reliability : 0.9541976267051125\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9704433497536946\n",
+ "Reliability : 0.9541976267051125\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 359 4 ]\t1474685281\t1521127385\t['C.3.412', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 359 4 ]\t1474685281\t1521127385\t['C.3.412', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 359 4 ]\t1474685281\t1521127385\t['C.3.412', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 359 4 ]\t1474685281\t1521127385\t['C.3.412', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 359 4 ]\t1474685281\t1521127385\t['C.3.412', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 359 4 ]\t1474685281\t1521127385\t['C.3.412', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 3 : 145\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 359 4 ]\t1474685281\t1521127385\t['C.3.412', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9321428571428572\n",
+ "Reliability : 0.8948243405129208\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9301470588235294\n",
+ "Reliability : 0.8948243405129208\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 310\n",
+ "Result ==>\n",
+ "\t[ 478 4 ]\t1474685281\t1521127385\t['C.3.414', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 478 4 ]\t1474685281\t1521127385\t['C.3.414', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 168\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 478 4 ]\t1474685281\t1521127385\t['C.3.414', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 168\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 478 4 ]\t1474685281\t1521127385\t['C.3.414', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 358\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 478 4 ]\t1474685281\t1521127385\t['C.3.414', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 478 4 ]\t1474685281\t1521127385\t['C.3.414', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 3 : 19\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 478 4 ]\t1474685281\t1521127385\t['C.3.414', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9642857142857143\n",
+ "Reliability : 0.9407759670212384\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9605633802816902\n",
+ "Reliability : 0.9407759670212384\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 4 : 17\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 500\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.416', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.416', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 71\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.416', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 239\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.416', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 571\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.416', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 0 : 332\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.416', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 0 : 49\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 3 : 261\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.416', 'C.3.406']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 3 : 71\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 4 : 21\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1474685281\t1521127385\t['C.3.416', 'C.3.406']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9679802955665024\n",
+ "Reliability : 0.9493747482746477\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9623115577889447\n",
+ "Reliability : 0.9493747482746477\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 235\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.418', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.418', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.418', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.418', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 235\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.418', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.418', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.418', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9671532846715328\n",
+ "Reliability : 0.940314988086244\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9671532846715328\n",
+ "Reliability : 0.940314988086244\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 4 : 167\n",
+ "Cluster Nr. 3 : 12\n",
+ "Cluster Nr. 0 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 235\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.420', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.420', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.420', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.420', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 235\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.420', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.420', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.420', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9633699633699634\n",
+ "Reliability : 0.9358667079016545\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9647058823529412\n",
+ "Reliability : 0.9358667079016545\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 4 : 71\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.422', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.422', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 58\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.422', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 58\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.422', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 179\n",
+ "Cluster Nr. 1 : 261\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.422', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 199\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.422', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 58\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.422', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 58\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 179\n",
+ "Cluster Nr. 1 : 261\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.424', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 179\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.424', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 58\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.424', 'C.3.406']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 3 : 141\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.424', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.424', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 199\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.424', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 3 : 141\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.424', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 58\n",
+ "Cluster Nr. 4 : 127\n",
+ "Cluster Nr. 0 : 14\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 440 4 ]\t1474685281\t1521127385\t['C.3.424', 'C.3.406']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9657320872274143\n",
+ "Reliability : 0.9570291221454013\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9612903225806452\n",
+ "Reliability : 0.9570291221454013\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 235\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.426', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 186\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.426', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.426', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.426', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 235\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.426', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.426', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 147\n",
+ "Cluster Nr. 3 : 39\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 356 4 ]\t1474685281\t1521127385\t['C.3.426', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8939929328621908\n",
+ "Reliability : 0.8300742111617019\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8844765342960289\n",
+ "Reliability : 0.8300742111617019\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 3 : 5\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1474685281\t1521127385\t['C.3.428', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1474685281\t1521127385\t['C.3.428', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1474685281\t1521127385\t['C.3.428', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1474685281\t1521127385\t['C.3.428', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 249\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1474685281\t1521127385\t['C.3.428', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 186\n",
+ "Cluster Nr. 0 : 63\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1474685281\t1521127385\t['C.3.428', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 2 : 63\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 179\n",
+ "Cluster Nr. 1 : 63\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 257\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.430', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.430', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.430', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 121\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 3 : 49\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.430', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 257\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.430', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.430', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 206\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 3 : 37\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 262\n",
+ "Result ==>\n",
+ "\t[ 383 4 ]\t1474685281\t1521127385\t['C.3.432', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 76\n",
+ "Cluster Nr. 1 : 186\n",
+ "Result ==>\n",
+ "\t[ 383 4 ]\t1474685281\t1521127385\t['C.3.432', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 0 : 186\n",
+ "Result ==>\n",
+ "\t[ 383 4 ]\t1474685281\t1521127385\t['C.3.432', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 76\n",
+ "Cluster Nr. 2 : 186\n",
+ "Result ==>\n",
+ "\t[ 383 4 ]\t1474685281\t1521127385\t['C.3.432', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 262\n",
+ "Result ==>\n",
+ "\t[ 383 4 ]\t1474685281\t1521127385\t['C.3.432', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 76\n",
+ "Cluster Nr. 0 : 186\n",
+ "Result ==>\n",
+ "\t[ 383 4 ]\t1474685281\t1521127385\t['C.3.432', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 18\n",
+ "Result ==>\n",
+ "\t[ 383 4 ]\t1474685281\t1521127385\t['C.3.432', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9536423841059603\n",
+ "Reliability : 0.9274208850751618\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9575971731448764\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 0.9274208850751618\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 338\n",
+ "Cluster Nr. 0 : 165\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.434', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 1 : 165\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.434', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 76\n",
+ "Cluster Nr. 2 : 165\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.434', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 0 : 165\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.434', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 338\n",
+ "Cluster Nr. 0 : 165\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.434', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 76\n",
+ "Cluster Nr. 2 : 165\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.434', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 230\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 1 : 165\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.434', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9420289855072463\n",
+ "Reliability : 0.8990178100429551\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9287749287749287\n",
+ "Reliability : 0.8990178100429551\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 229\n",
+ "Cluster Nr. 4 : 31\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 0 : 337\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.436', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 1 : 217\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.436', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.436', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 4 : 45\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.436', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 1 : 337\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.436', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 261\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.436', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.436', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 4 : 76\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 503 4 ]\t1474685281\t1521127385\t['C.3.436', 'C.3.406']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 1 : 212\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.438', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 0 : 163\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.438', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.438', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 166\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 3 : 49\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.438', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 1 : 212\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.438', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 166\n",
+ "Cluster Nr. 0 : 163\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.438', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 166\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1474685281\t1521127385\t['C.3.438', 'C.3.406']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9512195121951219\n",
+ "Reliability : 0.9361543795558712\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9761092150170648\n",
+ "Reliability : 0.9361543795558712\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 3 : 29\n",
+ "Cluster Nr. 0 : 49\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 221\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1474685281\t1521127385\t['C.3.440', 'C.3.406']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 163\n",
+ "Cluster Nr. 0 : 58\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1474685281\t1521127385\t['C.3.440', 'C.3.406']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 163\n",
+ "Cluster Nr. 0 : 58\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1474685281\t1521127385\t['C.3.440', 'C.3.406']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 2 : 58\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1474685281\t1521127385\t['C.3.440', 'C.3.406']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 221\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1474685281\t1521127385\t['C.3.440', 'C.3.406']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 163\n",
+ "Cluster Nr. 1 : 58\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1474685281\t1521127385\t['C.3.440', 'C.3.406']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.406\n",
+ "Inserted : C.4.2924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 1 : 58\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 1 : 58\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 180\n",
+ "Cluster Nr. 1 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.442', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 180\n",
+ "Cluster Nr. 1 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.442', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 180\n",
+ "Cluster Nr. 0 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.442', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.2930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 180\n",
+ "Cluster Nr. 0 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.442', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 180\n",
+ "Cluster Nr. 0 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.442', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.442', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9264214046822743\n",
+ "Reliability : 0.8747813971714063\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9395973154362416\n",
+ "Reliability : 0.8747813971714063\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 2 : 18\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 2 : 13\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 0 : 178\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.444', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.444', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 182\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.444', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2942\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 182\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 0 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.444', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 0 : 178\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.444', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 1 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.444', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 25\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 3 : 26\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 205\n",
+ "Cluster Nr. 1 : 155\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.446', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 180\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.446', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 180\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.446', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2954\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 180\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.446', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 205\n",
+ "Cluster Nr. 0 : 155\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.446', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 180\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.446', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 3 : 11\n",
+ "Cluster Nr. 1 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.446', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9695945945945946\n",
+ "Reliability : 0.9468977232289729\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9634551495016611\n",
+ "Reliability : 0.9468977232289729\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 238\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.448', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 83\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.448', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 3 : 25\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 58\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.448', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 3 : 25\n",
+ "Cluster Nr. 0 : 58\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.448', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 238\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.448', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 25\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.448', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 25\n",
+ "Cluster Nr. 3 : 58\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.448', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 71\n",
+ "Cluster Nr. 4 : 84\n",
+ "Cluster Nr. 1 : 25\n",
+ "Cluster Nr. 2 : 58\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.448', 'C.2.154']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8033898305084746\n",
+ "Reliability : 0.7318474783714077\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7905405405405406\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 180\n",
+ "Cluster Nr. 0 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.450', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.2978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 180\n",
+ "Cluster Nr. 0 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.450', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 180\n",
+ "Cluster Nr. 1 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.450', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 180\n",
+ "Cluster Nr. 0 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.450', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 180\n",
+ "Cluster Nr. 0 : 180\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.450', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 180\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 3 : 174\n",
+ "Cluster Nr. 1 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 205\n",
+ "Cluster Nr. 1 : 155\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.452', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 83\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.452', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2990\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 83\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.452', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 122\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 2 : 83\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.452', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 238\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.452', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 83\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.452', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.2998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.2998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 99\n",
+ "Cluster Nr. 0 : 56\n",
+ "Cluster Nr. 2 : 83\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.452', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8372881355932204\n",
+ "Reliability : 0.7785599577622808\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.842809364548495\n",
+ "Reliability : 0.7785599577622808\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 4 : 22\n",
+ "Cluster Nr. 2 : 14\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 3 : 83\n",
+ "Result ==>\n",
+ "\t[ 360 4 ]\t1473980508\t1522686863\t['C.3.452', 'C.2.154']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.898989898989899\n",
+ "Reliability : 0.8544010440104401\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9078947368421053\n",
+ "Reliability : 0.8544010440104401\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.454', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 179\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.454', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 179\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.454', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 179\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.454', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 179\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.454', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 55\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.454', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8571428571428571\n",
+ "Reliability : 0.7481085180379541\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.864516129032258\n",
+ "Reliability : 0.7481085180379541\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 3 : 87\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 179\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.456', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 179\n",
+ "Cluster Nr. 2 : 145\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.456', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 179\n",
+ "Cluster Nr. 0 : 145\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.456', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 179\n",
+ "Cluster Nr. 0 : 145\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.456', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 324\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.456', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 179\n",
+ "Cluster Nr. 2 : 145\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.456', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 0 : 142\n",
+ "Cluster Nr. 2 : 63\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 179\n",
+ "Cluster Nr. 2 : 100\n",
+ "Cluster Nr. 3 : 42\n",
+ "Cluster Nr. 1 : 63\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 147\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.458', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 177\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 0 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.458', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 177\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.458', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 177\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.458', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 147\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.458', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 177\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.458', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 176\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 1 : 63\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 0 : 63\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.460', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 0 : 145\n",
+ "Cluster Nr. 2 : 63\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.460', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 179\n",
+ "Cluster Nr. 2 : 145\n",
+ "Cluster Nr. 0 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.460', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 179\n",
+ "Cluster Nr. 0 : 145\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.460', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 324\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.460', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 179\n",
+ "Cluster Nr. 0 : 145\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.460', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 0 : 63\n",
+ "Cluster Nr. 3 : 32\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.460', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9182389937106918\n",
+ "Reliability : 0.8723131878342384\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9122257053291536\n",
+ "Reliability : 0.8723131878342384\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 179\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 1 : 63\n",
+ "Cluster Nr. 4 : 30\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.460', 'C.2.154']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8802588996763754\n",
+ "Reliability : 0.8233752913279477\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8885350318471338\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 0.8233752913279477\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 266\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.462', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 266\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.462', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 266\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.462', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 266\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.462', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 266\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.462', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 251\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.462', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9584664536741214\n",
+ "Reliability : 0.9150543227422911\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9519230769230769\n",
+ "Reliability : 0.9150543227422911\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 260\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 147\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.464', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 177\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 0 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.464', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 1 : 147\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.464', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 177\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.464', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 147\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.464', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 177\n",
+ "Cluster Nr. 1 : 147\n",
+ "Cluster Nr. 0 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.464', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 2 : 85\n",
+ "Cluster Nr. 1 : 147\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 0 : 63\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.464', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7866242038216561\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7832817337461301\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 4 : 26\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 1 : 63\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 300\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.466', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 1 : 123\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.466', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 2 : 81\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 11\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.466', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 2 : 81\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 11\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.466', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 300\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.466', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 177\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 0 : 123\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.466', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 177\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.466', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 4 : 26\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.466', 'C.2.154']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9428571428571428\n",
+ "Reliability : 0.9028610146199947\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9331210191082803\n",
+ "Reliability : 0.9028610146199947\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.468', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.468', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 0 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.468', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 196\n",
+ "Cluster Nr. 1 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.468', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.468', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 2 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 212\n",
+ "Cluster Nr. 2 : 10\n",
+ "Cluster Nr. 3 : 11\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.468', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9519519519519519\n",
+ "Reliability : 0.9063275853992412\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9601226993865031\n",
+ "Reliability : 0.9063275853992412\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 196\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 0 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 296\n",
+ "Cluster Nr. 1 : 133\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.470', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 1 : 124\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.470', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 0 : 124\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.470', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 4 : 124\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.470', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 305\n",
+ "Cluster Nr. 1 : 124\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.470', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 172\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 2 : 124\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.470', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 97\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 2 : 124\n",
+ "Cluster Nr. 3 : 60\n",
+ "Cluster Nr. 4 : 15\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.470', 'C.2.154']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.827485380116959\n",
+ "Reliability : 0.7564039884938547\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8273809523809523\n",
+ "Reliability : 0.7564039884938547\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 1 : 148\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.472', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 1 : 148\n",
+ "Cluster Nr. 0 : 109\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.472', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 172\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 2 : 109\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.472', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 124\n",
+ "Cluster Nr. 0 : 109\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.472', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3122\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 1 : 148\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.472', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 1 : 148\n",
+ "Cluster Nr. 2 : 109\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.472', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 3 : 109\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.472', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 3 : 124\n",
+ "Cluster Nr. 2 : 109\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 356\n",
+ "Cluster Nr. 1 : 73\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.474', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 0 : 184\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.474', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 184\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.474', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 2 : 49\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.474', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 405\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.474', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 221\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 184\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.474', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 172\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.474', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 170\n",
+ "Cluster Nr. 0 : 24\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 0 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.476', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 0 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.476', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.476', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 196\n",
+ "Cluster Nr. 1 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.476', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 233\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.476', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 0 : 230\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 217\n",
+ "Cluster Nr. 2 : 13\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 3 : 12\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 174\n",
+ "Cluster Nr. 0 : 255\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.478', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 174\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 0 : 182\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.478', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 174\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.478', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 174\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 4 : 182\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.478', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 174\n",
+ "Cluster Nr. 1 : 255\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.478', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 174\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 2 : 182\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.478', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 174\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 2 : 150\n",
+ "Cluster Nr. 3 : 32\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.478', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9176470588235294\n",
+ "Reliability : 0.8863244462130256\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9345238095238095\n",
+ "Reliability : 0.8863244462130256\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 174\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 1 : 176\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 0 : 266\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.480', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 163\n",
+ "Cluster Nr. 2 : 82\n",
+ "Cluster Nr. 1 : 184\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.480', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 2 : 82\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 3 : 49\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.480', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 114\n",
+ "Cluster Nr. 2 : 82\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.480', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 163\n",
+ "Cluster Nr. 1 : 266\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.480', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.480', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 114\n",
+ "Cluster Nr. 2 : 82\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.480', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 114\n",
+ "Cluster Nr. 3 : 82\n",
+ "Cluster Nr. 1 : 101\n",
+ "Cluster Nr. 4 : 83\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.480', 'C.2.154']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8162650602409639\n",
+ "Reliability : 0.7457636811385967\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8102409638554217\n",
+ "Reliability : 0.7457636811385967\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.482', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.482', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.482', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.482', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.482', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 142\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 2 : 31\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.482', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9157088122605364\n",
+ "Reliability : 0.8279527459886986\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8992537313432836\n",
+ "Reliability : 0.8279527459886986\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 133\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.484', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 149\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.484', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 149\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.484', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 149\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.484', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 133\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.484', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 149\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.484', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 67\n",
+ "Cluster Nr. 3 : 82\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.484', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7816091954022989\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7969924812030075\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 86\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 73\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.486', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 151\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 0 : 107\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.486', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 2 : 107\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.486', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 1 : 107\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.486', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 73\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.486', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 156\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.486', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 107\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.486', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 73\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.488', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 107\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.488', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 151\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 3 : 49\n",
+ "Cluster Nr. 0 : 107\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.488', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 49\n",
+ "Cluster Nr. 2 : 107\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.488', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 258\n",
+ "Cluster Nr. 0 : 73\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.488', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 156\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.488', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 49\n",
+ "Cluster Nr. 3 : 107\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.488', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 111\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 0 : 49\n",
+ "Cluster Nr. 4 : 40\n",
+ "Cluster Nr. 3 : 107\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.488', 'C.2.154']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8716981132075472\n",
+ "Reliability : 0.82958207646892\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8791208791208791\n",
+ "Reliability : 0.82958207646892\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3234\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.490', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.490', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.490', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.490', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.490', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 2 : 18\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.490', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9341085271317829\n",
+ "Reliability : 0.8967545990975355\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.939622641509434\n",
+ "Reliability : 0.8967545990975355\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 140\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 2 : 39\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 1 : 180\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.492', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 151\n",
+ "Cluster Nr. 2 : 131\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.492', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 151\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.492', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 151\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.492', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 1 : 180\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.492', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.492', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 2 : 104\n",
+ "Cluster Nr. 3 : 27\n",
+ "Cluster Nr. 1 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.492', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9242424242424242\n",
+ "Reliability : 0.8731926020136279\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9204545454545454\n",
+ "Reliability : 0.8731926020136279\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 2 : 99\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 73\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.494', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 149\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 0 : 109\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.494', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 149\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 109\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.494', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 149\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 109\n",
+ "Cluster Nr. 2 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.494', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 307\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.494', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 109\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.494', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 149\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 3 : 109\n",
+ "Cluster Nr. 0 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.494', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 0 : 44\n",
+ "Cluster Nr. 4 : 109\n",
+ "Cluster Nr. 3 : 49\n",
+ "Result ==>\n",
+ "\t[ 331 4 ]\t1473980508\t1522686863\t['C.3.494', 'C.2.154']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8582375478927203\n",
+ "Reliability : 0.813778972979895\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8598484848484849\n",
+ "Reliability : 0.813778972979895\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 196\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.496', 'C.2.154']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 196\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.496', 'C.2.154']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 196\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.496', 'C.2.154']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 196\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.496', 'C.2.154']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 196\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.496', 'C.2.154']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 2 : 46\n",
+ "Cluster Nr. 1 : 196\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.496', 'C.2.154']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8865671641791045\n",
+ "Reliability : 0.8048338548061309\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8888888888888888\n",
+ "Reliability : 0.8048338548061309\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 112\n",
+ "Cluster Nr. 3 : 110\n",
+ "Cluster Nr. 2 : 11\n",
+ "Cluster Nr. 0 : 196\n",
+ "Result ==>\n",
+ "\t[ 429 4 ]\t1473980508\t1522686863\t['C.3.496', 'C.2.154']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7212121212121212\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.727810650887574\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 4 : 61\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 2 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 306\n",
+ "Cluster Nr. 1 : 218\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.498', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 218\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.498', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 218\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.498', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 218\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.498', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 356\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.498', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 218\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.498', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 2 : 218\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 3 : 14\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.498', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9712041884816754\n",
+ "Reliability : 0.9596460703234261\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9664082687338501\n",
+ "Reliability : 0.9596460703234261\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 218\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 407\n",
+ "Cluster Nr. 0 : 117\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.500', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 1 : 259\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.500', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 2 : 93\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.500', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 148\n",
+ "Cluster Nr. 2 : 93\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.500', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 407\n",
+ "Cluster Nr. 1 : 117\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.500', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.500', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 148\n",
+ "Cluster Nr. 2 : 93\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.500', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 148\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 0 : 255\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 407\n",
+ "Cluster Nr. 0 : 117\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.502', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 269\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.502', 'C.2.90']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 2 : 93\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.502', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 269\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.502', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 407\n",
+ "Cluster Nr. 1 : 117\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.502', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.502', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 269\n",
+ "Cluster Nr. 3 : 93\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.502', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 4 : 136\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.502', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7571801566579635\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7531806615776081\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 318\n",
+ "Cluster Nr. 0 : 206\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.504', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 318\n",
+ "Cluster Nr. 0 : 162\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.504', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 318\n",
+ "Cluster Nr. 1 : 162\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.504', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 318\n",
+ "Cluster Nr. 1 : 162\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.504', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 480\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.504', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 318\n",
+ "Cluster Nr. 2 : 162\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.504', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 228\n",
+ "Cluster Nr. 0 : 90\n",
+ "Cluster Nr. 2 : 162\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.504', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8294573643410853\n",
+ "Reliability : 0.7225951178153813\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8324873096446701\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 0.7225951178153813\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 301\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 162\n",
+ "Cluster Nr. 1 : 44\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 255\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.506', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.506', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.506', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 269\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.506', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 407\n",
+ "Cluster Nr. 1 : 117\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.506', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.506', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 246\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 0 : 23\n",
+ "Cluster Nr. 2 : 138\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.506', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9483204134366925\n",
+ "Reliability : 0.9313558090014794\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9511568123393316\n",
+ "Reliability : 0.9313558090014794\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 245\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 407\n",
+ "Cluster Nr. 1 : 117\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.508', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.508', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 269\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.508', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 269\n",
+ "Cluster Nr. 2 : 93\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.508', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 407\n",
+ "Cluster Nr. 1 : 117\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.508', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.508', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 93\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.508', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 3 : 93\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 524 4 ]\t1473980508\t1522686863\t['C.3.508', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9722921914357683\n",
+ "Reliability : 0.9645289155401972\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9816272965879265\n",
+ "Reliability : 0.9645289155401972\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 283\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.510', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 1 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.510', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 1 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.510', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 187\n",
+ "Cluster Nr. 3 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.510', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 283\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.510', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 187\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.510', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 187\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 187\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.510', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7889182058047494\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8181818181818182\n",
+ "Reliability : 0.6998901253039087\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 283\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.512', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 283\n",
+ "Cluster Nr. 0 : 93\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.512', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 2 : 93\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.512', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 138\n",
+ "Cluster Nr. 3 : 283\n",
+ "Cluster Nr. 2 : 93\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.512', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 421\n",
+ "Cluster Nr. 1 : 93\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.512', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 1 : 93\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.512', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 252\n",
+ "Cluster Nr. 3 : 31\n",
+ "Cluster Nr. 1 : 93\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.512', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9347258485639687\n",
+ "Reliability : 0.9033523267144892\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9483204134366925\n",
+ "Reliability : 0.9033523267144892\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 264\n",
+ "Cluster Nr. 2 : 93\n",
+ "Cluster Nr. 3 : 18\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 397\n",
+ "Cluster Nr. 1 : 117\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.514', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.514', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 93\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.514', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 259\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 3 : 93\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.514', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 397\n",
+ "Cluster Nr. 1 : 117\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.514', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 259\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 0 : 231\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.514', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 0 : 93\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.514', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 251\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 3 : 93\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 0 : 332\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.516', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.516', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.3416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.516', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 194\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.516', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 332\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.516', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.516', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 158\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 194\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.516', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 3 : 128\n",
+ "Cluster Nr. 4 : 10\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.516', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9841269841269841\n",
+ "Reliability : 0.971986732567401\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9787798408488063\n",
+ "Reliability : 0.971986732567401\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 308\n",
+ "Cluster Nr. 0 : 206\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.518', 'C.2.90']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 308\n",
+ "Cluster Nr. 2 : 162\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.518', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 308\n",
+ "Cluster Nr. 1 : 162\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.518', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 308\n",
+ "Cluster Nr. 1 : 162\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.518', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 308\n",
+ "Cluster Nr. 0 : 206\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.518', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 308\n",
+ "Cluster Nr. 0 : 162\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.518', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 3 : 89\n",
+ "Cluster Nr. 2 : 162\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.518', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8375634517766497\n",
+ "Reliability : 0.722354020418764\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8372093023255814\n",
+ "Reliability : 0.722354020418764\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 303\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 3 : 162\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 283\n",
+ "Cluster Nr. 0 : 231\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.520', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.520', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 283\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.520', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 283\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.520', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 356\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.520', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.520', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 85\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.520', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8505434782608695\n",
+ "Reliability : 0.7495215386513558\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8402061855670103\n",
+ "Reliability : 0.7495215386513558\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 263\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 397\n",
+ "Cluster Nr. 0 : 117\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.522', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.522', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.522', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 259\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 93\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.522', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 397\n",
+ "Cluster Nr. 1 : 117\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.522', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 231\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.522', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 93\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.522', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 245\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 3 : 93\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.522', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.974293059125964\n",
+ "Reliability : 0.9582941742954274\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.966321243523316\n",
+ "Reliability : 0.9582941742954274\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 316\n",
+ "Cluster Nr. 1 : 198\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.524', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 194\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.524', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 40\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.524', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 4 : 24\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 3 : 16\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.524', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 316\n",
+ "Cluster Nr. 1 : 198\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.524', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 316\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 16\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.524', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 182\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 1 : 16\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.524', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 122\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 1 : 16\n",
+ "Cluster Nr. 3 : 158\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1522686863\t['C.3.524', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 268\n",
+ "Cluster Nr. 0 : 283\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.526', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 1 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.526', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 1 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.526', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3490\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.526', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 268\n",
+ "Cluster Nr. 1 : 283\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.526', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 1 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.526', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 224\n",
+ "Cluster Nr. 0 : 264\n",
+ "Cluster Nr. 3 : 19\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.526', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9577114427860697\n",
+ "Reliability : 0.940771759349704\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9627791563275434\n",
+ "Reliability : 0.940771759349704\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 323\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.528', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 2 : 162\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.528', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 228\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 162\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.528', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 228\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 4 : 162\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.528', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 390\n",
+ "Cluster Nr. 0 : 161\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.528', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 0 : 162\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.528', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.528', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.980246913580247\n",
+ "Reliability : 0.9590745875863299\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9751243781094527\n",
+ "Reliability : 0.9590745875863299\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.530', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 151\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.530', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.530', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.530', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 151\n",
+ "Cluster Nr. 0 : 400\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.530', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 268\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.530', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3524\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 127\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.530', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 127\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 3 : 246\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 4 : 13\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.530', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9755501222493888\n",
+ "Reliability : 0.9647838635150197\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9825\n",
+ "Reliability : 0.9647838635150197\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 151\n",
+ "Cluster Nr. 0 : 400\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.532', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 151\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.532', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.532', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 1 : 262\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.532', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 151\n",
+ "Cluster Nr. 0 : 400\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.532', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.532', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 127\n",
+ "Cluster Nr. 2 : 262\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.532', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 127\n",
+ "Cluster Nr. 2 : 254\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.534', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 248\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.534', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 248\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.534', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 248\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.534', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.534', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 248\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.534', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 247\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 237\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 1 : 286\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.536', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.536', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.536', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.536', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 0 : 424\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.536', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 127\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.536', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 127\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 3 : 25\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.536', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9592326139088729\n",
+ "Reliability : 0.9288647564603206\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9471153846153846\n",
+ "Reliability : 0.9288647564603206\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 369\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.538', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.538', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 228\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.538', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 228\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.538', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 369\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.538', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 2 : 182\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.538', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 228\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 3 : 158\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1522686863\t['C.3.538', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 366\n",
+ "Cluster Nr. 1 : 197\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1522686863\t['C.3.540', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 2 : 54\n",
+ "Cluster Nr. 1 : 259\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1522686863\t['C.3.540', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 107\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 2 : 54\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1522686863\t['C.3.540', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 107\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 259\n",
+ "Cluster Nr. 4 : 24\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1522686863\t['C.3.540', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 509\n",
+ "Cluster Nr. 1 : 54\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1522686863\t['C.3.540', 'C.2.90']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 366\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 1 : 30\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1522686863\t['C.3.540', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 107\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 1 : 30\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1522686863\t['C.3.540', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 107\n",
+ "Cluster Nr. 3 : 143\n",
+ "Cluster Nr. 1 : 30\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1522686863\t['C.3.540', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 289\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.542', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 289\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.542', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 289\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.542', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 289\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.542', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 289\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.542', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 289\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.542', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 3 : 20\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.542', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9570707070707071\n",
+ "Reliability : 0.935144812802962\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9582309582309583\n",
+ "Reliability : 0.935144812802962\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 269\n",
+ "Cluster Nr. 3 : 11\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 302\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.544', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 2 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.544', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3616\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 231\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.544', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.544', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 375\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.544', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.544', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 231\n",
+ "Cluster Nr. 4 : 50\n",
+ "Cluster Nr. 2 : 89\n",
+ "Cluster Nr. 0 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.546', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.546', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3628\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 259\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.546', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.546', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 1 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.546', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 259\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.546', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 106\n",
+ "Cluster Nr. 1 : 144\n",
+ "Cluster Nr. 0 : 24\n",
+ "Cluster Nr. 2 : 259\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.546', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 3 : 144\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 0 : 255\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.548', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 207\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 0 : 182\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.548', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 207\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.548', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 207\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.548', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.548', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 207\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 0 : 182\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.548', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 207\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 3 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.548', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 207\n",
+ "Cluster Nr. 4 : 136\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 1 : 212\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.550', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.550', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 321\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.550', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 321\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.550', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 321\n",
+ "Cluster Nr. 0 : 212\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.550', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.550', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 313\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 311\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 302\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.552', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.552', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 231\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.552', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.552', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 375\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.552', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.552', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 130\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.554', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.554', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 106\n",
+ "Cluster Nr. 1 : 265\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.554', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.554', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.554', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 265\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.554', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.554', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 106\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 1 : 24\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.554', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9752475247524752\n",
+ "Reliability : 0.9572564958085947\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9750623441396509\n",
+ "Reliability : 0.9572564958085947\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 327\n",
+ "Cluster Nr. 0 : 206\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.556', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 327\n",
+ "Cluster Nr. 1 : 162\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.556', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 327\n",
+ "Cluster Nr. 1 : 162\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.556', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 327\n",
+ "Cluster Nr. 1 : 162\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.556', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 489\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.556', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 327\n",
+ "Cluster Nr. 0 : 162\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.556', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 307\n",
+ "Cluster Nr. 2 : 162\n",
+ "Cluster Nr. 3 : 20\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.556', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9602977667493796\n",
+ "Reliability : 0.9314318825650271\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9627791563275434\n",
+ "Reliability : 0.9314318825650271\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 162\n",
+ "Cluster Nr. 4 : 46\n",
+ "Cluster Nr. 3 : 19\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.556', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.885286783042394\n",
+ "Reliability : 0.7946570795475781\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8835443037974684\n",
+ "Reliability : 0.7946570795475781\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 302\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.558', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 0 : 144\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.558', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 231\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 2 : 144\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.558', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 2 : 144\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.558', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 375\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.558', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 0 : 144\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.558', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 3 : 11\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.558', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9751861042183623\n",
+ "Reliability : 0.9686011637537087\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9775561097256857\n",
+ "Reliability : 0.9686011637537087\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 2 : 139\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 1 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.560', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 265\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.560', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 265\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.560', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 106\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 265\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.560', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.560', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 265\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.560', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 106\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 265\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.560', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 262\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 268\n",
+ "Cluster Nr. 0 : 265\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.562', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 265\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.562', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.562', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.562', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.562', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.562', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.562', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 264\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 1 : 283\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.564', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 206\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.564', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 206\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.564', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 206\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.564', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 1 : 283\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.564', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 206\n",
+ "Cluster Nr. 0 : 283\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.564', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 206\n",
+ "Cluster Nr. 0 : 280\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 206\n",
+ "Cluster Nr. 2 : 266\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 1 : 259\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.566', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 144\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.566', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 144\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.566', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 130\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 0 : 144\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.566', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.566', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 130\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 0 : 144\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.566', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 1 : 248\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 3 : 11\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.566', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9796954314720813\n",
+ "Reliability : 0.9678442911608169\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9727047146401985\n",
+ "Reliability : 0.9678442911608169\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 130\n",
+ "Cluster Nr. 3 : 215\n",
+ "Cluster Nr. 1 : 144\n",
+ "Cluster Nr. 0 : 25\n",
+ "Cluster Nr. 4 : 19\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.566', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.917312661498708\n",
+ "Reliability : 0.8767085443662435\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.917910447761194\n",
+ "Reliability : 0.8767085443662435\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.568', 'C.2.90']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 144\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.568', 'C.2.90']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 3 : 68\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.568', 'C.2.90']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 68\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.568', 'C.2.90']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 1 : 403\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.568', 'C.2.90']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 212\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.568', 'C.2.90']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 3 : 68\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.568', 'C.2.90']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 3 : 144\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 4 : 31\n",
+ "Result ==>\n",
+ "\t[ 533 4 ]\t1473980508\t1522686863\t['C.3.568', 'C.2.90']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9386189258312021\n",
+ "Reliability : 0.9154989058240872\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9432098765432099\n",
+ "Reliability : 0.9154989058240872\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 406 4 ]\t1473980508\t1522686863\t['C.3.570', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 193\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 406 4 ]\t1473980508\t1522686863\t['C.3.570', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 193\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 406 4 ]\t1473980508\t1522686863\t['C.3.570', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 193\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 406 4 ]\t1473980508\t1522686863\t['C.3.570', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 344\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 406 4 ]\t1473980508\t1522686863\t['C.3.570', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 217\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 406 4 ]\t1473980508\t1522686863\t['C.3.570', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 193\n",
+ "Cluster Nr. 0 : 127\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 406 4 ]\t1473980508\t1522686863\t['C.3.570', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 186\n",
+ "Cluster Nr. 3 : 127\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 423\n",
+ "Cluster Nr. 1 : 217\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.572', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 217\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.572', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 189\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.572', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.572', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 423\n",
+ "Cluster Nr. 0 : 217\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.572', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 1 : 389\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.572', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.572', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 4 : 32\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.572', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9508928571428571\n",
+ "Reliability : 0.9313818194011334\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9592760180995475\n",
+ "Reliability : 0.9313818194011334\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 479\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.574', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 245\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.574', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 245\n",
+ "Cluster Nr. 1 : 75\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.574', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 0 : 75\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.574', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 565\n",
+ "Cluster Nr. 1 : 75\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.574', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 320\n",
+ "Cluster Nr. 0 : 245\n",
+ "Cluster Nr. 1 : 75\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.574', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 245\n",
+ "Cluster Nr. 1 : 75\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.574', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 245\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 172\n",
+ "Cluster Nr. 0 : 468\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.576', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 172\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.576', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 86\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 3 : 86\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.576', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 4 : 11\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.576', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 554\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.576', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.576', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 86\n",
+ "Cluster Nr. 1 : 468\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 2 : 11\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.576', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 4 : 234\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.576', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 554\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.578', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3854\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 307\n",
+ "Cluster Nr. 2 : 247\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.578', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 307\n",
+ "Cluster Nr. 2 : 247\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.578', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 307\n",
+ "Cluster Nr. 2 : 247\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.578', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 578\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.578', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 307\n",
+ "Cluster Nr. 2 : 271\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.578', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 307\n",
+ "Cluster Nr. 0 : 247\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.578', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 289\n",
+ "Cluster Nr. 3 : 247\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1522686863\t['C.3.578', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9705882352941176\n",
+ "Reliability : 0.9549093957365464\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9733333333333334\n",
+ "Reliability : 0.9549093957365464\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 148\n",
+ "Cluster Nr. 0 : 479\n",
+ "Result ==>\n",
+ "\t[ 627 4 ]\t1473980508\t1522686863\t['C.3.580', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 148\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 245\n",
+ "Result ==>\n",
+ "\t[ 627 4 ]\t1473980508\t1522686863\t['C.3.580', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 245\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 627 4 ]\t1473980508\t1522686863\t['C.3.580', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 627 4 ]\t1473980508\t1522686863\t['C.3.580', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 565\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 627 4 ]\t1473980508\t1522686863\t['C.3.580', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 2 : 245\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 627 4 ]\t1473980508\t1522686863\t['C.3.580', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 86\n",
+ "Cluster Nr. 3 : 234\n",
+ "Cluster Nr. 0 : 245\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 627 4 ]\t1473980508\t1522686863\t['C.3.580', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 86\n",
+ "Cluster Nr. 0 : 129\n",
+ "Cluster Nr. 3 : 245\n",
+ "Cluster Nr. 4 : 105\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 627 4 ]\t1473980508\t1522686863\t['C.3.580', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8414096916299559\n",
+ "Reliability : 0.7701242812288693\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8257918552036199\n",
+ "Reliability : 0.7701242812288693\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 365\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1522686863\t['C.3.582', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 2 : 131\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1522686863\t['C.3.582', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 131\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1522686863\t['C.3.582', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 131\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1522686863\t['C.3.582', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 365\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1522686863\t['C.3.582', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1522686863\t['C.3.582', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 234\n",
+ "Cluster Nr. 0 : 131\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1522686863\t['C.3.582', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 75\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 1 : 131\n",
+ "Cluster Nr. 4 : 20\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1522686863\t['C.3.582', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.970873786407767\n",
+ "Reliability : 0.9522683880352759\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9603960396039604\n",
+ "Reliability : 0.9522683880352759\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 273\n",
+ "Cluster Nr. 0 : 247\n",
+ "Result ==>\n",
+ "\t[ 520 4 ]\t1473980508\t1522686863\t['C.3.584', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 238\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 127\n",
+ "Result ==>\n",
+ "\t[ 520 4 ]\t1473980508\t1522686863\t['C.3.584', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 176\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 127\n",
+ "Result ==>\n",
+ "\t[ 520 4 ]\t1473980508\t1522686863\t['C.3.584', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.3904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 176\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 127\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 520 4 ]\t1473980508\t1522686863\t['C.3.584', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 273\n",
+ "Cluster Nr. 0 : 247\n",
+ "Result ==>\n",
+ "\t[ 520 4 ]\t1473980508\t1522686863\t['C.3.584', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 238\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 1 : 127\n",
+ "Result ==>\n",
+ "\t[ 520 4 ]\t1473980508\t1522686863\t['C.3.584', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 0 : 176\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 3 : 127\n",
+ "Result ==>\n",
+ "\t[ 520 4 ]\t1473980508\t1522686863\t['C.3.584', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 1 : 176\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 520 4 ]\t1473980508\t1522686863\t['C.3.584', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 509\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.586', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 281\n",
+ "Cluster Nr. 0 : 252\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.586', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 2 : 252\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.586', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 257\n",
+ "Cluster Nr. 1 : 252\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.586', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 533\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.586', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 281\n",
+ "Cluster Nr. 0 : 252\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.586', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.3.838\n",
+ "Inserted : C.4.3926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 257\n",
+ "Cluster Nr. 0 : 252\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.586', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 3 : 252\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.586', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9632352941176471\n",
+ "Reliability : 0.9523374726077429\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9676616915422885\n",
+ "Reliability : 0.9523374726077429\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 395\n",
+ "Cluster Nr. 0 : 200\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.588', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 1 : 200\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.588', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.588', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 244\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.588', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 395\n",
+ "Cluster Nr. 0 : 200\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.588', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 382\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.588', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 151\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.588', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 238\n",
+ "Cluster Nr. 0 : 151\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 123\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.590', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.590', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 124\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.590', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.590', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 123\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.590', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 1 : 168\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.590', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.590', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 123\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.592', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 124\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.592', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 124\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.592', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 124\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.592', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 123\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.592', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.3968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 1 : 168\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.592', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 124\n",
+ "Cluster Nr. 0 : 75\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.592', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 124\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 4 : 28\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.592', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9178082191780822\n",
+ "Reliability : 0.8973307187449976\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9206896551724137\n",
+ "Reliability : 0.8973307187449976\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.594', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.594', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.594', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.594', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 305\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.594', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.594', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.594', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 3 : 125\n",
+ "Cluster Nr. 4 : 19\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 367 4 ]\t1473980508\t1522686863\t['C.3.594', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9457627118644067\n",
+ "Reliability : 0.9253800116803026\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9440559440559441\n",
+ "Reliability : 0.9253800116803026\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 395\n",
+ "Cluster Nr. 1 : 200\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.596', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.596', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.596', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 257\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.596', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.3998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.3998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 395\n",
+ "Cluster Nr. 0 : 200\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.596', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 395\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.596', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.596', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 247\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 595 4 ]\t1473980508\t1522686863\t['C.3.596', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9876543209876543\n",
+ "Reliability : 0.9760826185610145\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9831730769230769\n",
+ "Reliability : 0.9760826185610145\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4006\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 268\n",
+ "Cluster Nr. 1 : 213\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.598', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 124\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 0 : 144\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.598', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 124\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 144\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.598', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 124\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 144\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.598', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 268\n",
+ "Cluster Nr. 0 : 213\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.598', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 124\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 0 : 282\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.598', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 144\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.598', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 124\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 143\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 374\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 460 4 ]\t1473980508\t1522686863\t['C.3.600', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 460 4 ]\t1473980508\t1522686863\t['C.3.600', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 460 4 ]\t1473980508\t1522686863\t['C.3.600', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 460 4 ]\t1473980508\t1522686863\t['C.3.600', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 398\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 460 4 ]\t1473980508\t1522686863\t['C.3.600', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 263\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 460 4 ]\t1473980508\t1522686863\t['C.3.600', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 460 4 ]\t1473980508\t1522686863\t['C.3.600', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 237\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 440\n",
+ "Cluster Nr. 0 : 205\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.602', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 205\n",
+ "Cluster Nr. 1 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.602', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 2 : 228\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.602', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 212\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.602', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 440\n",
+ "Cluster Nr. 1 : 205\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.602', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 355\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.602', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 212\n",
+ "Cluster Nr. 2 : 143\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.602', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 186\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 1 : 26\n",
+ "Cluster Nr. 2 : 228\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.602', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.961038961038961\n",
+ "Reliability : 0.944139236877371\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9577777777777777\n",
+ "Reliability : 0.944139236877371\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 427\n",
+ "Cluster Nr. 1 : 218\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.604', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 218\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.604', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.604', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 199\n",
+ "Cluster Nr. 3 : 143\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.604', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 427\n",
+ "Cluster Nr. 0 : 218\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.604', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 342\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 2 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.604', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 3 : 143\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 2 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.604', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 192\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 432\n",
+ "Cluster Nr. 1 : 213\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.606', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 213\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.606', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.606', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 75\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.606', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 432\n",
+ "Cluster Nr. 1 : 213\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.606', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 337\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 75\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.606', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 199\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.606', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 189\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.606', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9887892376681614\n",
+ "Reliability : 0.9784740452763138\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.984375\n",
+ "Reliability : 0.9784740452763138\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 559\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.608', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 360\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.608', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 360\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.608', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 199\n",
+ "Cluster Nr. 1 : 360\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.608', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 583\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.608', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 2 : 360\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.608', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 199\n",
+ "Cluster Nr. 0 : 360\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.608', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 199\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 4 : 114\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.608', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 0.821826280623608\n",
+ "Reliability : 0.7347027940464927\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8296460176991151\n",
+ "Reliability : 0.7347027940464927\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 0 : 480\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.610', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 1 : 252\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.610', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 2 : 252\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.610', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 103\n",
+ "Cluster Nr. 0 : 252\n",
+ "Cluster Nr. 2 : 228\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.610', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 0 : 480\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.610', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 355\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.610', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 103\n",
+ "Cluster Nr. 2 : 252\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.610', 'C.3.568']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 467\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.612', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 2 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.612', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.612', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 1 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.612', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 467\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.612', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 342\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.612', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 103\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.612', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 103\n",
+ "Cluster Nr. 3 : 225\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 645 4 ]\t1473980508\t1522686863\t['C.3.612', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9738562091503268\n",
+ "Reliability : 0.9693026325637728\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9751693002257337\n",
+ "Reliability : 0.9693026325637728\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 583\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.614', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 2 : 281\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.614', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 302\n",
+ "Cluster Nr. 2 : 281\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.614', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 281\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.614', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 607\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.614', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 302\n",
+ "Cluster Nr. 0 : 305\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.614', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 302\n",
+ "Cluster Nr. 3 : 281\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.614', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 296\n",
+ "Cluster Nr. 3 : 281\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 515\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.616', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 2 : 234\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.616', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 1 : 281\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.616', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.616', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 607\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.616', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 373\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.616', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 3 : 234\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.616', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 4 : 22\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 3 : 234\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.616', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9646799116997793\n",
+ "Reliability : 0.9521686245430537\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9582417582417583\n",
+ "Reliability : 0.9521686245430537\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 340\n",
+ "Result ==>\n",
+ "\t[ 549 4 ]\t1473980508\t1522686863\t['C.3.618', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 549 4 ]\t1473980508\t1522686863\t['C.3.618', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 117\n",
+ "Result ==>\n",
+ "\t[ 549 4 ]\t1473980508\t1522686863\t['C.3.618', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 1 : 220\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 2 : 117\n",
+ "Result ==>\n",
+ "\t[ 549 4 ]\t1473980508\t1522686863\t['C.3.618', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 340\n",
+ "Result ==>\n",
+ "\t[ 549 4 ]\t1473980508\t1522686863\t['C.3.618', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 220\n",
+ "Cluster Nr. 2 : 117\n",
+ "Result ==>\n",
+ "\t[ 549 4 ]\t1473980508\t1522686863\t['C.3.618', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 1 : 220\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 2 : 117\n",
+ "Result ==>\n",
+ "\t[ 549 4 ]\t1473980508\t1522686863\t['C.3.618', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 1 : 236\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.620', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.620', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 0 : 113\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.620', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.620', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 1 : 236\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.620', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.620', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.620', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 0 : 113\n",
+ "Cluster Nr. 3 : 119\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 410\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 496 4 ]\t1473980508\t1522686863\t['C.3.622', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 222\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 496 4 ]\t1473980508\t1522686863\t['C.3.622', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 0 : 222\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 496 4 ]\t1473980508\t1522686863\t['C.3.622', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 1 : 222\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 496 4 ]\t1473980508\t1522686863\t['C.3.622', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 434\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 496 4 ]\t1473980508\t1522686863\t['C.3.622', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 2 : 222\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 496 4 ]\t1473980508\t1522686863\t['C.3.622', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 3 : 222\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 496 4 ]\t1473980508\t1522686863\t['C.3.622', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 188\n",
+ "Cluster Nr. 0 : 206\n",
+ "Cluster Nr. 4 : 16\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 496 4 ]\t1473980508\t1522686863\t['C.3.622', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9702702702702702\n",
+ "Reliability : 0.9505711008030325\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9622641509433962\n",
+ "Reliability : 0.9505711008030325\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 528\n",
+ "Cluster Nr. 1 : 141\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.624', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 294\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 1 : 141\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.624', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 294\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 79\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.624', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 294\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 3 : 79\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.624', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 607\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.624', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.4208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 373\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.624', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 294\n",
+ "Cluster Nr. 3 : 234\n",
+ "Cluster Nr. 2 : 79\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.624', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 3 : 234\n",
+ "Cluster Nr. 2 : 79\n",
+ "Cluster Nr. 4 : 20\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 669 4 ]\t1473980508\t1522686863\t['C.3.624', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9671052631578947\n",
+ "Reliability : 0.9557231987919089\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9723991507430998\n",
+ "Reliability : 0.9557231987919089\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 0 : 409\n",
+ "Result ==>\n",
+ "\t[ 590 4 ]\t1473980508\t1522686863\t['C.3.626', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 175\n",
+ "Result ==>\n",
+ "\t[ 590 4 ]\t1473980508\t1522686863\t['C.3.626', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 2 : 175\n",
+ "Result ==>\n",
+ "\t[ 590 4 ]\t1473980508\t1522686863\t['C.3.626', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 2 : 175\n",
+ "Result ==>\n",
+ "\t[ 590 4 ]\t1473980508\t1522686863\t['C.3.626', 'C.3.568']\tNone \tKMe05 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 0 : 409\n",
+ "Result ==>\n",
+ "\t[ 590 4 ]\t1473980508\t1522686863\t['C.3.626', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 0 : 288\n",
+ "Cluster Nr. 2 : 234\n",
+ "Result ==>\n",
+ "\t[ 590 4 ]\t1473980508\t1522686863\t['C.3.626', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 3 : 175\n",
+ "Result ==>\n",
+ "\t[ 590 4 ]\t1473980508\t1522686863\t['C.3.626', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 163\n",
+ "Cluster Nr. 4 : 12\n",
+ "Result ==>\n",
+ "\t[ 590 4 ]\t1473980508\t1522686863\t['C.3.626', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9808612440191388\n",
+ "Reliability : 0.9714013114807118\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.970873786407767\n",
+ "Reliability : 0.9714013114807118\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 408\n",
+ "Cluster Nr. 1 : 267\n",
+ "Result ==>\n",
+ "\t[ 675 4 ]\t1473980508\t1522686863\t['C.3.628', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 319\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 675 4 ]\t1473980508\t1522686863\t['C.3.628', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4234\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 3 : 131\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 675 4 ]\t1473980508\t1522686863\t['C.3.628', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 3 : 131\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 4 : 19\n",
+ "Result ==>\n",
+ "\t[ 675 4 ]\t1473980508\t1522686863\t['C.3.628', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 408\n",
+ "Cluster Nr. 0 : 267\n",
+ "Result ==>\n",
+ "\t[ 675 4 ]\t1473980508\t1522686863\t['C.3.628', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 319\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 675 4 ]\t1473980508\t1522686863\t['C.3.628', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 319\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 3 : 19\n",
+ "Result ==>\n",
+ "\t[ 675 4 ]\t1473980508\t1522686863\t['C.3.628', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 188\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 3 : 131\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 1 : 19\n",
+ "Result ==>\n",
+ "\t[ 675 4 ]\t1473980508\t1522686863\t['C.3.628', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 408\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.630', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 275\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.630', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 275\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.630', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 275\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.630', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 432\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.630', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 299\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.630', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 275\n",
+ "Cluster Nr. 3 : 133\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.630', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 272\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 0 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 477\n",
+ "Cluster Nr. 1 : 197\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.632', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 272\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 205\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.632', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 272\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 205\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.632', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 272\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 205\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.632', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 477\n",
+ "Cluster Nr. 1 : 197\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.632', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 272\n",
+ "Cluster Nr. 0 : 340\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.632', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 272\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 205\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.632', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 272\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 3 : 203\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 253\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.634', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.634', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 106\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.634', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 106\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.634', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 253\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.634', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 1 : 255\n",
+ "Cluster Nr. 0 : 133\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.634', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 106\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.634', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 106\n",
+ "Cluster Nr. 3 : 98\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 4 : 37\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 494 4 ]\t1473980508\t1522686863\t['C.3.634', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9248704663212435\n",
+ "Reliability : 0.902249239145273\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9274193548387096\n",
+ "Reliability : 0.902249239145273\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 417\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.636', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 2 : 192\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.636', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.636', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 106\n",
+ "Cluster Nr. 1 : 225\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.636', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 417\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.636', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 119\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 1 : 330\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.636', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.636', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 106\n",
+ "Cluster Nr. 4 : 225\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 1 : 13\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.636', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 588\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.638', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 396\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.638', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4310\n",
+ "('T', 'Sigma') \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 396\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.638', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 396\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.638', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 612\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.638', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 396\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.638', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 396\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.638', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 371\n",
+ "Cluster Nr. 3 : 192\n",
+ "Cluster Nr. 0 : 25\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.638', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9588477366255144\n",
+ "Reliability : 0.9366447988531157\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9686847599164927\n",
+ "Reliability : 0.9366447988531157\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 464\n",
+ "Cluster Nr. 1 : 197\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1522686863\t['C.3.640', 'C.3.568']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 272\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 192\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1522686863\t['C.3.640', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 272\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1522686863\t['C.3.640', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 272\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1522686863\t['C.3.640', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 464\n",
+ "Cluster Nr. 1 : 197\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1522686863\t['C.3.640', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 272\n",
+ "Cluster Nr. 1 : 327\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1522686863\t['C.3.640', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 272\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 192\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1522686863\t['C.3.640', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 268\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 3 : 192\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 430\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.642', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 238\n",
+ "Cluster Nr. 2 : 192\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.642', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 238\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 0 : 176\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.642', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 0 : 238\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 1 : 176\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.642', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 430\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.642', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 260\n",
+ "Cluster Nr. 1 : 238\n",
+ "Cluster Nr. 0 : 176\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.642', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 238\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 176\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.642', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 4 : 136\n",
+ "Cluster Nr. 1 : 176\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.642', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8466386554621849\n",
+ "Reliability : 0.8004398068800437\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.852760736196319\n",
+ "Reliability : 0.8004398068800437\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 417\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.644', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 225\n",
+ "Cluster Nr. 1 : 189\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.644', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 2 : 192\n",
+ "Cluster Nr. 3 : 114\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.644', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 68\n",
+ "Cluster Nr. 2 : 225\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.644', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 485\n",
+ "Cluster Nr. 1 : 189\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.644', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 417\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.644', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 143\n",
+ "Cluster Nr. 1 : 225\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.644', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 4 : 192\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1522686863\t['C.3.644', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 507\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.646', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 2 : 250\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.646', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.646', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 250\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.646', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 531\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.646', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 2 : 250\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.646', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 3 : 250\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.646', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 127\n",
+ "Cluster Nr. 4 : 130\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.646', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8018867924528302\n",
+ "Reliability : 0.6838573304876048\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7897196261682243\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 331\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.648', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.648', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.648', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.648', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 331\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.648', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.648', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.648', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 4 : 21\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 481 4 ]\t1473980508\t1522686863\t['C.3.648', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9562841530054644\n",
+ "Reliability : 0.938868610374858\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9529085872576177\n",
+ "Reliability : 0.938868610374858\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 307\n",
+ "Result ==>\n",
+ "\t[ 457 4 ]\t1473980508\t1522686863\t['C.3.650', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 457 4 ]\t1473980508\t1522686863\t['C.3.650', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 2 : 187\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 457 4 ]\t1473980508\t1522686863\t['C.3.650', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 457 4 ]\t1473980508\t1522686863\t['C.3.650', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 307\n",
+ "Result ==>\n",
+ "\t[ 457 4 ]\t1473980508\t1522686863\t['C.3.650', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 2 : 187\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 457 4 ]\t1473980508\t1522686863\t['C.3.650', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 187\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 457 4 ]\t1473980508\t1522686863\t['C.3.650', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 1 : 174\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 457 4 ]\t1473980508\t1522686863\t['C.3.650', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9773371104815864\n",
+ "Reliability : 0.9604994725053831\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9689265536723164\n",
+ "Reliability : 0.9604994725053831\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 419\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1522686863\t['C.3.652', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 193\n",
+ "Cluster Nr. 0 : 226\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1522686863\t['C.3.652', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 193\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1522686863\t['C.3.652', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 2 : 193\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1522686863\t['C.3.652', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 419\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1522686863\t['C.3.652', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.4424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 281\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1522686863\t['C.3.652', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 193\n",
+ "Cluster Nr. 2 : 226\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1522686863\t['C.3.652', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 192\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 507\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.654', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 1 : 250\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.654', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.654', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.654', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 531\n",
+ "Cluster Nr. 1 : 62\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.654', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 2 : 250\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.654', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 3 : 250\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1522686863\t['C.3.654', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 253\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 1 : 167\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.656', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 115\n",
+ "Cluster Nr. 1 : 167\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.656', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.656', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 115\n",
+ "Cluster Nr. 0 : 105\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.656', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 1 : 167\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.656', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 115\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.656', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 115\n",
+ "Cluster Nr. 0 : 105\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.656', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 3 : 105\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 410\n",
+ "Cluster Nr. 1 : 143\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1522686863\t['C.3.658', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 184\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 226\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1522686863\t['C.3.658', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1522686863\t['C.3.658', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 184\n",
+ "Cluster Nr. 1 : 81\n",
+ "Cluster Nr. 2 : 226\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1522686863\t['C.3.658', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 410\n",
+ "Cluster Nr. 0 : 143\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1522686863\t['C.3.658', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1522686863\t['C.3.658', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 1 : 81\n",
+ "Cluster Nr. 3 : 226\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1522686863\t['C.3.658', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 284\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.660', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 140\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.660', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 140\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.660', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 140\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.660', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 308\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.660', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 140\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.660', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 140\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.660', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 140\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.660', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9603960396039604\n",
+ "Reliability : 0.9488616704726317\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9725085910652921\n",
+ "Reliability : 0.9488616704726317\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 370\n",
+ "Cluster Nr. 0 : 198\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.662', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 198\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.662', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.662', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.662', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 370\n",
+ "Cluster Nr. 1 : 198\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.662', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 0 : 348\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.662', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.662', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4500\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 4 : 58\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.662', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9097744360902256\n",
+ "Reliability : 0.8634175691937425\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8980582524271845\n",
+ "Reliability : 0.8634175691937425\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 438\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.664', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 226\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.664', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.664', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 2 : 226\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.664', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 0 : 486\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.664', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 82\n",
+ "Cluster Nr. 2 : 260\n",
+ "Cluster Nr. 1 : 226\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.664', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 3 : 226\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.664', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 4 : 11\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 3 : 226\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.664', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9881516587677726\n",
+ "Reliability : 0.9716053173222348\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9854014598540146\n",
+ "Reliability : 0.9716053173222348\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.666', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.666', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 82\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.666', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4524\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.666', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.666', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 168\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.666', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 82\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1522686863\t['C.3.666', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 82\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 482\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.668', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 232\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.668', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 232\n",
+ "Cluster Nr. 1 : 250\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.668', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4538\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 232\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.668', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 506\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.668', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 2 : 250\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.668', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 232\n",
+ "Cluster Nr. 0 : 250\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.668', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 232\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 4 : 22\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 568 4 ]\t1473980508\t1522686863\t['C.3.668', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9604938271604938\n",
+ "Reliability : 0.9397261728895712\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9567307692307693\n",
+ "Reliability : 0.9397261728895712\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 124\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 364 4 ]\t1473980508\t1522686863\t['C.3.670', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 364 4 ]\t1473980508\t1522686863\t['C.3.670', 'C.3.568']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 364 4 ]\t1473980508\t1522686863\t['C.3.670', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 364 4 ]\t1473980508\t1522686863\t['C.3.670', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 124\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 364 4 ]\t1473980508\t1522686863\t['C.3.670', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 364 4 ]\t1473980508\t1522686863\t['C.3.670', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 364 4 ]\t1473980508\t1522686863\t['C.3.670', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 3 : 101\n",
+ "Cluster Nr. 4 : 19\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 364 4 ]\t1473980508\t1522686863\t['C.3.670', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9537366548042705\n",
+ "Reliability : 0.9296027316973727\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9532374100719424\n",
+ "Reliability : 0.9296027316973727\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 438\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1522686863\t['C.3.672', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 1 : 212\n",
+ "Cluster Nr. 2 : 226\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1522686863\t['C.3.672', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1522686863\t['C.3.672', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1522686863\t['C.3.672', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 476\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1522686863\t['C.3.672', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 250\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1522686863\t['C.3.672', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 538 4 ]\t1473980508\t1522686863\t['C.3.672', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 38\n",
+ "Cluster Nr. 3 : 206\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 324\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.674', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 202\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.674', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 202\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.674', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.674', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 348\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.674', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.674', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.674', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 4 : 38\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.674', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9038461538461539\n",
+ "Reliability : 0.8646233883736711\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9105431309904153\n",
+ "Reliability : 0.8646233883736711\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 286\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.676', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.676', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.676', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.676', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 324\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.676', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 202\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.676', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.676', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 38\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 286\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.678', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.678', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.678', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 38\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.678', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 324\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.678', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 202\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.678', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.678', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 38\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 4 : 139\n",
+ "Cluster Nr. 0 : 25\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.678', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9337748344370861\n",
+ "Reliability : 0.9088355066191807\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.940983606557377\n",
+ "Reliability : 0.9088355066191807\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 286\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.680', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.680', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.680', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.680', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 324\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.680', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 202\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.680', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 38\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.680', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 162\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 324\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.682', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.682', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.682', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.682', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 348\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.682', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.682', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.682', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 286\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.684', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.684', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.684', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 38\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.684', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 324\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.684', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.684', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.684', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 162\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 472\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.686', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.686', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3926\n",
+ "Inserted : C.4.4670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.686', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 233\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.686', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 496\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.686', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.686', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 233\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.686', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 195\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 4 : 38\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.686', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9361179361179361\n",
+ "Reliability : 0.8959816562411006\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.941320293398533\n",
+ "Reliability : 0.8959816562411006\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 428\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.688', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 0 : 130\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.688', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.688', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.688', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 496\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.688', 'C.3.568']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 301\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.688', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.688', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 3 : 195\n",
+ "Cluster Nr. 4 : 64\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.688', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8910891089108911\n",
+ "Reliability : 0.8403193612774451\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8781094527363185\n",
+ "Reliability : 0.8403193612774451\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 428\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.690', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 0 : 130\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.690', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.690', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.690', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 496\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.690', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 301\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.690', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 233\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.690', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 198\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 0 : 35\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.690', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9423076923076923\n",
+ "Reliability : 0.9105442075511921\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9391727493917275\n",
+ "Reliability : 0.9105442075511921\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 451 4 ]\t1473980508\t1522686863\t['C.3.692', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4716\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 451 4 ]\t1473980508\t1522686863\t['C.3.692', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 451 4 ]\t1473980508\t1522686863\t['C.3.692', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 451 4 ]\t1473980508\t1522686863\t['C.3.692', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 389\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 451 4 ]\t1473980508\t1522686863\t['C.3.692', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 451 4 ]\t1473980508\t1522686863\t['C.3.692', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 451 4 ]\t1473980508\t1522686863\t['C.3.692', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 451 4 ]\t1473980508\t1522686863\t['C.3.692', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9710982658959537\n",
+ "Reliability : 0.9589479919108653\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9733727810650887\n",
+ "Reliability : 0.9589479919108653\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 472\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.694', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 338\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.694', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 314\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.694', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 314\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.694', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 496\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.694', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 338\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.694', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4742\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 314\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 558 4 ]\t1473980508\t1522686863\t['C.3.694', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 311\n",
+ "Cluster Nr. 3 : 158\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 391\n",
+ "Cluster Nr. 0 : 143\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.696', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.696', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.696', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.696', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 472\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.696', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 314\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.696', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 81\n",
+ "Cluster Nr. 3 : 158\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.696', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 162\n",
+ "Cluster Nr. 0 : 81\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 3 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.696', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8684863523573201\n",
+ "Reliability : 0.8192133943933887\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8683544303797468\n",
+ "Reliability : 0.8192133943933887\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 328\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1522686863\t['C.3.698', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 0 : 201\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1522686863\t['C.3.698', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 3 : 68\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1522686863\t['C.3.698', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 3 : 68\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1522686863\t['C.3.698', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 328\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1522686863\t['C.3.698', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 2 : 201\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1522686863\t['C.3.698', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 2 : 133\n",
+ "Cluster Nr. 3 : 68\n",
+ "Result ==>\n",
+ "\t[ 561 4 ]\t1473980508\t1522686863\t['C.3.698', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 324\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.700', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 202\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.700', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.700', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 202\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.700', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 348\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.700', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 226\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.700', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 202\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.700', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 192\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 10\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 410 4 ]\t1473980508\t1522686863\t['C.3.700', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9777070063694268\n",
+ "Reliability : 0.9627598624979539\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9747634069400631\n",
+ "Reliability : 0.9627598624979539\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 1 : 286\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.702', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.702', 'C.3.568']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.702', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.702', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 324\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.702', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.702', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 38\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.702', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 4 : 50\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.702', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8721311475409836\n",
+ "Reliability : 0.8229669905766086\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8741496598639455\n",
+ "Reliability : 0.8229669905766086\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 286\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.704', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.704', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.704', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.704', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 324\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.704', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 202\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.704', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 38\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.704', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 38\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 286\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.706', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.706', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.706', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 38\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.706', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 324\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.706', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 202\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.706', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.706', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 38\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 4 : 34\n",
+ "Cluster Nr. 1 : 130\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.706', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9177631578947368\n",
+ "Reliability : 0.8774198978732956\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9166666666666666\n",
+ "Reliability : 0.8774198978732956\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 432\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1522686863\t['C.3.708', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1522686863\t['C.3.708', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1522686863\t['C.3.708', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 274\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1522686863\t['C.3.708', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 456\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1522686863\t['C.3.708', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 298\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1522686863\t['C.3.708', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 274\n",
+ "Cluster Nr. 3 : 158\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1522686863\t['C.3.708', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 268\n",
+ "Cluster Nr. 0 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 1 : 286\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.710', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 100\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.710', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.710', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4856\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.710', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 324\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.710', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.710', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.710', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 38\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 143\n",
+ "Cluster Nr. 4 : 21\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 386 4 ]\t1473980508\t1522686863\t['C.3.710', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9475409836065574\n",
+ "Reliability : 0.9230110840073609\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9475409836065574\n",
+ "Reliability : 0.9230110840073609\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 440\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.712', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 204\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.712', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 204\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.712', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 204\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.712', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 464\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.712', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 204\n",
+ "Cluster Nr. 2 : 260\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.712', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 204\n",
+ "Cluster Nr. 3 : 236\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.712', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 204\n",
+ "Cluster Nr. 0 : 227\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 108\n",
+ "Cluster Nr. 0 : 286\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.714', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 108\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.714', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.714', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.714', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 332\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.714', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 210\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.714', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 46\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.714', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 157\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 396\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.716', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.716', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.716', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.716', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 464\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.716', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 0 : 304\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.716', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 526 4 ]\t1473980508\t1522686863\t['C.3.716', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 108\n",
+ "Cluster Nr. 0 : 286\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.718', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 108\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.718', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.718', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.718', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 332\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.718', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 210\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.718', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 394 4 ]\t1473980508\t1522686863\t['C.3.718', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 46\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 332\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1522686863\t['C.3.720', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1522686863\t['C.3.720', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1522686863\t['C.3.720', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1522686863\t['C.3.720', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 356\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1522686863\t['C.3.720', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1522686863\t['C.3.720', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1522686863\t['C.3.720', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 168\n",
+ "Cluster Nr. 4 : 70\n",
+ "Cluster Nr. 3 : 94\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 418 4 ]\t1473980508\t1522686863\t['C.3.720', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8401253918495298\n",
+ "Reliability : 0.7647205628995122\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8369905956112853\n",
+ "Reliability : 0.7647205628995122\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 108\n",
+ "Cluster Nr. 0 : 394\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1522686863\t['C.3.722', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 108\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 158\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1522686863\t['C.3.722', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1522686863\t['C.3.722', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1522686863\t['C.3.722', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 440\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1522686863\t['C.3.722', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 282\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1522686863\t['C.3.722', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 46\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1522686863\t['C.3.722', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 46\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 391\n",
+ "Cluster Nr. 1 : 152\n",
+ "Result ==>\n",
+ "\t[ 543 4 ]\t1473980508\t1522686863\t['C.3.724', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 2 : 231\n",
+ "Cluster Nr. 1 : 152\n",
+ "Result ==>\n",
+ "\t[ 543 4 ]\t1473980508\t1522686863\t['C.3.724', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 84\n",
+ "Cluster Nr. 3 : 68\n",
+ "Result ==>\n",
+ "\t[ 543 4 ]\t1473980508\t1522686863\t['C.3.724', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 3 : 84\n",
+ "Cluster Nr. 1 : 68\n",
+ "Result ==>\n",
+ "\t[ 543 4 ]\t1473980508\t1522686863\t['C.3.724', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 459\n",
+ "Cluster Nr. 1 : 84\n",
+ "Result ==>\n",
+ "\t[ 543 4 ]\t1473980508\t1522686863\t['C.3.724', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 299\n",
+ "Cluster Nr. 0 : 84\n",
+ "Result ==>\n",
+ "\t[ 543 4 ]\t1473980508\t1522686863\t['C.3.724', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 84\n",
+ "Cluster Nr. 2 : 68\n",
+ "Result ==>\n",
+ "\t[ 543 4 ]\t1473980508\t1522686863\t['C.3.724', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 0 : 230\n",
+ "Cluster Nr. 1 : 84\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 436\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.726', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.726', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.726', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.726', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 460\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.726', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.726', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.726', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 3 : 235\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.728', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.728', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.728', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 173\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.728', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 328\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.728', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 206\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.728', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 173\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 33\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.728', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 4 : 32\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.728', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9142857142857143\n",
+ "Reliability : 0.8839240812829443\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9211356466876972\n",
+ "Reliability : 0.8839240812829443\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.4994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.730', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.730', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.4998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.4998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.730', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 173\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.730', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 328\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.730', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 206\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.730', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.730', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 134\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 4 : 39\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.730', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9123376623376623\n",
+ "Reliability : 0.8597892754786991\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.889261744966443\n",
+ "Reliability : 0.8597892754786991\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 139\n",
+ "Cluster Nr. 0 : 383\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.732', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 139\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 147\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.732', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.732', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.732', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 460\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.732', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 313\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.732', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.732', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 232\n",
+ "Cluster Nr. 3 : 147\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 328\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.734', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.734', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.734', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 173\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.734', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 352\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.734', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.734', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.734', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 4 : 36\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.734', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9073482428115016\n",
+ "Reliability : 0.8744877826680831\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8987730061349694\n",
+ "Reliability : 0.8744877826680831\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.736', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.736', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.736', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 173\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.736', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 328\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.736', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 206\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.736', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.736', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 436\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.738', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.738', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.738', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.738', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 460\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.738', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.738', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.738', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 3 : 221\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.738', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.974025974025974\n",
+ "Reliability : 0.9555022739489919\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9744245524296675\n",
+ "Reliability : 0.9555022739489919\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 139\n",
+ "Cluster Nr. 0 : 383\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.740', 'C.3.568']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 139\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 147\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.740', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.740', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.740', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 460\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.740', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 313\n",
+ "Cluster Nr. 1 : 147\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.740', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 522 4 ]\t1473980508\t1522686863\t['C.3.740', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.742', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 95\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.742', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.742', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 173\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.742', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 328\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.742', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 206\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.742', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 390 4 ]\t1473980508\t1522686863\t['C.3.742', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 167\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 403\n",
+ "Cluster Nr. 0 : 95\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.744', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 2 : 269\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.744', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.744', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.744', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 436\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.744', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 167\n",
+ "Cluster Nr. 2 : 269\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.744', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 167\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.744', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 167\n",
+ "Cluster Nr. 1 : 230\n",
+ "Cluster Nr. 0 : 33\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 328\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.746', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.746', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.746', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 173\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.746', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 352\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.746', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.746', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 414 4 ]\t1473980508\t1522686863\t['C.3.746', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 403\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.748', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.748', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.748', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.748', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 436\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.748', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 2 : 269\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.748', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 498 4 ]\t1473980508\t1522686863\t['C.3.748', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 167\n",
+ "Cluster Nr. 0 : 232\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 288\n",
+ "Cluster Nr. 0 : 237\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.750', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 288\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 1 : 105\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.750', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 3 : 115\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.750', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 132\n",
+ "Cluster Nr. 2 : 95\n",
+ "Cluster Nr. 3 : 115\n",
+ "Cluster Nr. 4 : 10\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.750', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 288\n",
+ "Cluster Nr. 0 : 237\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.750', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 305\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 2 : 115\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.750', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 3 : 132\n",
+ "Cluster Nr. 0 : 105\n",
+ "Cluster Nr. 1 : 115\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.750', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 3 : 132\n",
+ "Cluster Nr. 2 : 95\n",
+ "Cluster Nr. 4 : 115\n",
+ "Cluster Nr. 0 : 10\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.750', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 373\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.752', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 253\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.752', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 253\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.752', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 253\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.752', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 397\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.752', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.752', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 253\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.752', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 428\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.754', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.754', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 1 : 76\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.754', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 76\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.754', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 504\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.754', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 309\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.754', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.3620\n",
+ "Inserted : C.4.5182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.754', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 84\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 0 : 149\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.754', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8452088452088452\n",
+ "Reliability : 0.7974034614826884\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8735362997658079\n",
+ "Reliability : 0.7974034614826884\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 251\n",
+ "Cluster Nr. 0 : 315\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.756', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 0 : 196\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.756', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.756', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.756', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 251\n",
+ "Cluster Nr. 0 : 315\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.756', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 0 : 196\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.756', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 175\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.756', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 332\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.758', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.758', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 0 : 81\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 3 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.758', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 4 : 81\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 2 : 114\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.758', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 332\n",
+ "Cluster Nr. 1 : 234\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.758', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.758', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 175\n",
+ "Cluster Nr. 0 : 81\n",
+ "Cluster Nr. 2 : 196\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.758', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 4 : 81\n",
+ "Cluster Nr. 0 : 76\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.758', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 373\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.760', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.760', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.760', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.760', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 397\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.760', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 2 : 196\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.760', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 201\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.760', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 186\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 1 : 172\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.760', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9633802816901409\n",
+ "Reliability : 0.9505850400744368\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.968299711815562\n",
+ "Reliability : 0.9505850400744368\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.762', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.762', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5234\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.762', 'C.3.568']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 1 : 76\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.762', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 397\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.762', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 277\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.762', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.762', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 4 : 54\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.762', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8848314606741573\n",
+ "Reliability : 0.8409377087937503\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.888235294117647\n",
+ "Reliability : 0.8409377087937503\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 427\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 513 4 ]\t1473980508\t1522686863\t['C.3.764', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 513 4 ]\t1473980508\t1522686863\t['C.3.764', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 191\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 513 4 ]\t1473980508\t1522686863\t['C.3.764', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 236\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 513 4 ]\t1473980508\t1522686863\t['C.3.764', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 451\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 513 4 ]\t1473980508\t1522686863\t['C.3.764', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 191\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 513 4 ]\t1473980508\t1522686863\t['C.3.764', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 236\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 513 4 ]\t1473980508\t1522686863\t['C.3.764', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 4 : 38\n",
+ "Cluster Nr. 3 : 191\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 513 4 ]\t1473980508\t1522686863\t['C.3.764', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9368686868686869\n",
+ "Reliability : 0.8885984280794884\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9238578680203046\n",
+ "Reliability : 0.8885984280794884\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.766', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 95\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.766', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.766', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.766', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 319\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.766', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.766', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.766', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 0 : 278\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.768', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.768', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.768', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.768', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 1 : 278\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.768', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.768', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.768', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 33\n",
+ "Cluster Nr. 2 : 149\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.768', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9708222811671088\n",
+ "Reliability : 0.9565915398673606\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9694444444444444\n",
+ "Reliability : 0.9565915398673606\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 1 : 278\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.770', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.770', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.770', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 114\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.770', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 1 : 278\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.770', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.770', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.770', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 3 : 114\n",
+ "Result ==>\n",
+ "\t[ 489 4 ]\t1473980508\t1522686863\t['C.3.770', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9787234042553191\n",
+ "Reliability : 0.9651800988405246\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9782608695652174\n",
+ "Reliability : 0.9651800988405246\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 319\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 405 4 ]\t1473980508\t1522686863\t['C.3.772', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 405 4 ]\t1473980508\t1522686863\t['C.3.772', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 405 4 ]\t1473980508\t1522686863\t['C.3.772', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 405 4 ]\t1473980508\t1522686863\t['C.3.772', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 343\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 405 4 ]\t1473980508\t1522686863\t['C.3.772', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 405 4 ]\t1473980508\t1522686863\t['C.3.772', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 3 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 405 4 ]\t1473980508\t1522686863\t['C.3.772', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 3 : 152\n",
+ "Cluster Nr. 0 : 12\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 4 : 24\n",
+ "Result ==>\n",
+ "\t[ 405 4 ]\t1473980508\t1522686863\t['C.3.772', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9651898734177216\n",
+ "Reliability : 0.9561041779706999\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9654088050314465\n",
+ "Reliability : 0.9561041779706999\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5324\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 0 : 95\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.774', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 95\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.774', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.774', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.774', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 319\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.774', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.774', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.774', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 33\n",
+ "Cluster Nr. 4 : 23\n",
+ "Cluster Nr. 2 : 141\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 381 4 ]\t1473980508\t1522686863\t['C.3.774', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9493243243243243\n",
+ "Reliability : 0.9141635321292132\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9362416107382551\n",
+ "Reliability : 0.9141635321292132\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 480\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.776', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 247\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.776', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 247\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.776', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 233\n",
+ "Cluster Nr. 0 : 247\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.776', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 504\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.776', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 0 : 247\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.776', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 233\n",
+ "Cluster Nr. 0 : 247\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.776', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 232\n",
+ "Cluster Nr. 2 : 247\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 428\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.778', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.778', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.778', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.778', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 504\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.778', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 309\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.778', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 3 : 195\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.778', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 4 : 24\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.778', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9604938271604938\n",
+ "Reliability : 0.9393365098379267\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.958041958041958\n",
+ "Reliability : 0.9393365098379267\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 251\n",
+ "Cluster Nr. 1 : 315\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.780', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 251\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.780', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 0 : 76\n",
+ "Cluster Nr. 3 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.780', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.780', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 251\n",
+ "Cluster Nr. 1 : 315\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.780', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 175\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.780', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 0 : 76\n",
+ "Cluster Nr. 3 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.780', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 175\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 4 : 28\n",
+ "Cluster Nr. 3 : 76\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 566 4 ]\t1473980508\t1522686863\t['C.3.780', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9552941176470588\n",
+ "Reliability : 0.9328481640754218\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9501187648456056\n",
+ "Reliability : 0.9328481640754218\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 143\n",
+ "Result ==>\n",
+ "\t[ 435 4 ]\t1473980508\t1522686863\t['C.3.782', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 1 : 172\n",
+ "Result ==>\n",
+ "\t[ 435 4 ]\t1473980508\t1522686863\t['C.3.782', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 1 : 172\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 435 4 ]\t1473980508\t1522686863\t['C.3.782', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 81\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 435 4 ]\t1473980508\t1522686863\t['C.3.782', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 143\n",
+ "Result ==>\n",
+ "\t[ 435 4 ]\t1473980508\t1522686863\t['C.3.782', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 253\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 435 4 ]\t1473980508\t1522686863\t['C.3.782', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 435 4 ]\t1473980508\t1522686863\t['C.3.782', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 373\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.784', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.784', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.784', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 3 : 172\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.784', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 397\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.784', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 2 : 196\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.784', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 3 : 172\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 459 4 ]\t1473980508\t1522686863\t['C.3.784', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 193\n",
+ "Cluster Nr. 3 : 172\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 399\n",
+ "Cluster Nr. 1 : 143\n",
+ "Result ==>\n",
+ "\t[ 542 4 ]\t1473980508\t1522686863\t['C.3.786', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 0 : 166\n",
+ "Result ==>\n",
+ "\t[ 542 4 ]\t1473980508\t1522686863\t['C.3.786', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 81\n",
+ "Cluster Nr. 2 : 166\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 542 4 ]\t1473980508\t1522686863\t['C.3.786', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 81\n",
+ "Cluster Nr. 0 : 166\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 542 4 ]\t1473980508\t1522686863\t['C.3.786', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 480\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 542 4 ]\t1473980508\t1522686863\t['C.3.786', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 314\n",
+ "Cluster Nr. 2 : 166\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 542 4 ]\t1473980508\t1522686863\t['C.3.786', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 81\n",
+ "Cluster Nr. 3 : 166\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 542 4 ]\t1473980508\t1522686863\t['C.3.786', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 191\n",
+ "Cluster Nr. 4 : 81\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 0 : 42\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 542 4 ]\t1473980508\t1522686863\t['C.3.786', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9251870324189526\n",
+ "Reliability : 0.8919151403397048\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9230769230769231\n",
+ "Reliability : 0.8919151403397048\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 155\n",
+ "Result ==>\n",
+ "\t[ 447 4 ]\t1473980508\t1522686863\t['C.3.788', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 172\n",
+ "Result ==>\n",
+ "\t[ 447 4 ]\t1473980508\t1522686863\t['C.3.788', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 447 4 ]\t1473980508\t1522686863\t['C.3.788', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 81\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 3 : 74\n",
+ "Result ==>\n",
+ "\t[ 447 4 ]\t1473980508\t1522686863\t['C.3.788', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 155\n",
+ "Result ==>\n",
+ "\t[ 447 4 ]\t1473980508\t1522686863\t['C.3.788', 'C.3.568']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 253\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 447 4 ]\t1473980508\t1522686863\t['C.3.788', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 2 : 81\n",
+ "Cluster Nr. 1 : 172\n",
+ "Cluster Nr. 0 : 74\n",
+ "Result ==>\n",
+ "\t[ 447 4 ]\t1473980508\t1522686863\t['C.3.788', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 3 : 81\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 2 : 74\n",
+ "Result ==>\n",
+ "\t[ 447 4 ]\t1473980508\t1522686863\t['C.3.788', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9770114942528736\n",
+ "Reliability : 0.9632459871038551\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.967930029154519\n",
+ "Reliability : 0.9632459871038551\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 362\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.790', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.790', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.790', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.790', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 386\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.790', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 265\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.790', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.790', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 229\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 4 : 12\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.790', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.98005698005698\n",
+ "Reliability : 0.957509771961197\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9795918367346939\n",
+ "Reliability : 0.957509771961197\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.792', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 130\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.792', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.792', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 197\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.792', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 386\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.792', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.792', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.792', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 124\n",
+ "Cluster Nr. 4 : 73\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.792', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 0.8362573099415205\n",
+ "Reliability : 0.782943804920184\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8219584569732937\n",
+ "Reliability : 0.782943804920184\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.794', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.794', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.794', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 197\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.794', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 386\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.794', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 265\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.794', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.794', 'C.3.568']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.796', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 235\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.796', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 191\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.796', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 235\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.796', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 494\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.796', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 191\n",
+ "Cluster Nr. 0 : 303\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.796', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 235\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.796', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 4 : 95\n",
+ "Cluster Nr. 2 : 140\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.796', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8226600985221675\n",
+ "Reliability : 0.767290855012358\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8345679012345679\n",
+ "Reliability : 0.767290855012358\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 362\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.798', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.798', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.798', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.798', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 386\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.798', 'C.3.568']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.798', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 3 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 448 4 ]\t1473980508\t1522686863\t['C.3.798', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 197\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.800', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 191\n",
+ "Cluster Nr. 2 : 235\n",
+ "Cluster Nr. 0 : 130\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.800', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 191\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.800', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5524\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 191\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.800', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 494\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.800', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 303\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.800', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 191\n",
+ "Cluster Nr. 0 : 235\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.800', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 191\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 4 : 23\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1522686863\t['C.3.800', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9641148325358851\n",
+ "Reliability : 0.9403253114746442\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.966903073286052\n",
+ "Reliability : 0.9403253114746442\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 448\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.802', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.802', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5538\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.802', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 236\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.802', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 472\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.802', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.802', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.802', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 3 : 212\n",
+ "Cluster Nr. 4 : 23\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.802', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9557739557739557\n",
+ "Reliability : 0.9337658797524553\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9440203562340967\n",
+ "Reliability : 0.9337658797524553\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 1 : 107\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.804', 'C.3.568']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 107\n",
+ "Cluster Nr. 2 : 173\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.804', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.804', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.804', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 340\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.804', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 218\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.804', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.804', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 4 : 45\n",
+ "Cluster Nr. 0 : 90\n",
+ "Cluster Nr. 2 : 83\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.804', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7852564102564102\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7943037974683544\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 395\n",
+ "Cluster Nr. 1 : 139\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.806', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 0 : 139\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.806', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.806', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 236\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.806', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 472\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.806', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 313\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.806', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.806', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 221\n",
+ "Cluster Nr. 3 : 159\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.806', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9679802955665024\n",
+ "Reliability : 0.9595493179870952\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9770408163265306\n",
+ "Reliability : 0.9595493179870952\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 1 : 107\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.808', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 107\n",
+ "Cluster Nr. 2 : 173\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.808', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.808', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.808', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 340\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.808', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 218\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.808', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 45\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.808', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.808', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9681528662420382\n",
+ "Reliability : 0.9538450655029557\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9686520376175548\n",
+ "Reliability : 0.9538450655029557\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 340\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 426 4 ]\t1473980508\t1522686863\t['C.3.810', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 426 4 ]\t1473980508\t1522686863\t['C.3.810', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 426 4 ]\t1473980508\t1522686863\t['C.3.810', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 167\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 426 4 ]\t1473980508\t1522686863\t['C.3.810', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 364\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 426 4 ]\t1473980508\t1522686863\t['C.3.810', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 426 4 ]\t1473980508\t1522686863\t['C.3.810', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 167\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 426 4 ]\t1473980508\t1522686863\t['C.3.810', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 4 : 126\n",
+ "Cluster Nr. 2 : 47\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 426 4 ]\t1473980508\t1522686863\t['C.3.810', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8868501529051988\n",
+ "Reliability : 0.8416142304448202\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8929663608562691\n",
+ "Reliability : 0.8416142304448202\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 395\n",
+ "Cluster Nr. 1 : 139\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.812', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 1 : 139\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.812', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.812', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 236\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.812', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 472\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.812', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 313\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.812', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.812', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 109\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 3 : 127\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 534 4 ]\t1473980508\t1522686863\t['C.3.812', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8170426065162907\n",
+ "Reliability : 0.7285044318232219\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7963917525773195\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 151\n",
+ "Cluster Nr. 0 : 396\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1522686863\t['C.3.814', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 0 : 263\n",
+ "Cluster Nr. 2 : 167\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1522686863\t['C.3.814', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 229\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 3 : 34\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1522686863\t['C.3.814', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 1 : 107\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 3 : 34\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1522686863\t['C.3.814', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 0 : 430\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1522686863\t['C.3.814', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 0 : 263\n",
+ "Cluster Nr. 2 : 167\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1522686863\t['C.3.814', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 263\n",
+ "Cluster Nr. 0 : 107\n",
+ "Cluster Nr. 3 : 167\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1522686863\t['C.3.814', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 10\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 2 : 107\n",
+ "Cluster Nr. 4 : 167\n",
+ "Cluster Nr. 3 : 34\n",
+ "Result ==>\n",
+ "\t[ 547 4 ]\t1473980508\t1522686863\t['C.3.814', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 439\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.816', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 203\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.816', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 203\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.816', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 236\n",
+ "Cluster Nr. 2 : 203\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.816', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 463\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.816', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 203\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.816', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 236\n",
+ "Cluster Nr. 0 : 203\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.816', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 4 : 93\n",
+ "Cluster Nr. 2 : 203\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.816', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8212435233160622\n",
+ "Reliability : 0.7458440472375711\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8221649484536082\n",
+ "Reliability : 0.7458440472375711\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 107\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.818', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 107\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.818', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.818', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 45\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.818', 'C.3.568']\tNone \tKMe05 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.818', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.818', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.818', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 4 : 42\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.818', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8860759493670886\n",
+ "Reliability : 0.8538641561619063\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.89171974522293\n",
+ "Reliability : 0.8538641561619063\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 1 : 279\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.820', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.820', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.820', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.820', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 1 : 279\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.820', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.820', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.820', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 0 : 104\n",
+ "Cluster Nr. 4 : 16\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.820', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9696969696969697\n",
+ "Reliability : 0.9583374704609091\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9715025906735751\n",
+ "Reliability : 0.9583374704609091\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 246\n",
+ "Cluster Nr. 0 : 279\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.822', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.822', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.822', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.822', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 246\n",
+ "Cluster Nr. 0 : 279\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.822', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 0 : 188\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.822', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 525 4 ]\t1473980508\t1522686863\t['C.3.822', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 0 : 119\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.824', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.824', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 167\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.824', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 167\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.824', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 355\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.824', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.824', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 167\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 417 4 ]\t1473980508\t1522686863\t['C.3.824', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 167\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 107\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.826', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 107\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.826', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.826', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.826', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.826', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.826', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 393 4 ]\t1473980508\t1522686863\t['C.3.826', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 0 : 118\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.828', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 118\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.828', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 0 : 164\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.828', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 0 : 164\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.828', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 73\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.828', 'C.3.568']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 73\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.828', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.828', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 45\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 0 : 112\n",
+ "Cluster Nr. 4 : 52\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.828', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8655737704918033\n",
+ "Reliability : 0.8269639941282224\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8681672025723473\n",
+ "Reliability : 0.8269639941282224\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 433\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.830', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 260\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.830', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.830', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 236\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.830', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 457\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.830', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.830', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 236\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.830', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 4 : 24\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.830', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8605263157894737\n",
+ "Reliability : 0.7849399521125168\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8537859007832899\n",
+ "Reliability : 0.7849399521125168\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 0 : 101\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.832', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 101\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.832', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 39\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.832', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 39\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.832', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 325\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.832', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 203\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.832', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 39\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.832', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 39\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 217\n",
+ "Cluster Nr. 1 : 278\n",
+ "Result ==>\n",
+ "\t[ 495 4 ]\t1473980508\t1522686863\t['C.3.834', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 2 : 158\n",
+ "Result ==>\n",
+ "\t[ 495 4 ]\t1473980508\t1522686863\t['C.3.834', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 39\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 495 4 ]\t1473980508\t1522686863\t['C.3.834', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 0 : 39\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 495 4 ]\t1473980508\t1522686863\t['C.3.834', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 217\n",
+ "Cluster Nr. 1 : 278\n",
+ "Result ==>\n",
+ "\t[ 495 4 ]\t1473980508\t1522686863\t['C.3.834', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 1 : 158\n",
+ "Result ==>\n",
+ "\t[ 495 4 ]\t1473980508\t1522686863\t['C.3.834', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 39\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 495 4 ]\t1473980508\t1522686863\t['C.3.834', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 39\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 4 : 70\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 495 4 ]\t1473980508\t1522686863\t['C.3.834', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8516483516483516\n",
+ "Reliability : 0.8088266157091889\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8494623655913979\n",
+ "Reliability : 0.8088266157091889\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 389\n",
+ "Cluster Nr. 0 : 130\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.836', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 0 : 130\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.836', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.836', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 236\n",
+ "Cluster Nr. 2 : 153\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.836', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 457\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.836', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 304\n",
+ "Cluster Nr. 0 : 153\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.836', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.836', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1522686863\t['C.3.836', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9744245524296675\n",
+ "Reliability : 0.966285194095845\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9819587628865979\n",
+ "Reliability : 0.966285194095845\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 325\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 411 4 ]\t1473980508\t1522686863\t['C.3.838', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 411 4 ]\t1473980508\t1522686863\t['C.3.838', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 411 4 ]\t1473980508\t1522686863\t['C.3.838', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 411 4 ]\t1473980508\t1522686863\t['C.3.838', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 349\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 411 4 ]\t1473980508\t1522686863\t['C.3.838', 'C.3.568']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 411 4 ]\t1473980508\t1522686863\t['C.3.838', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 161\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 411 4 ]\t1473980508\t1522686863\t['C.3.838', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 3 : 143\n",
+ "Cluster Nr. 4 : 21\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 411 4 ]\t1473980508\t1522686863\t['C.3.838', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9453376205787781\n",
+ "Reliability : 0.9249787872854253\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9523809523809523\n",
+ "Reliability : 0.9249787872854253\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 101\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.840', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 101\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.840', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 39\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.840', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 39\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.840', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 325\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.840', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 203\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.840', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 39\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.840', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 39\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 4 : 11\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 387 4 ]\t1473980508\t1522686863\t['C.3.840', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.974025974025974\n",
+ "Reliability : 0.9592641387405083\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9682539682539683\n",
+ "Reliability : 0.9592641387405083\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 473\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1522686863\t['C.3.842', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5840\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1522686863\t['C.3.842', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1522686863\t['C.3.842', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1522686863\t['C.3.842', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 497\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1522686863\t['C.3.842', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1522686863\t['C.3.842', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 3 : 233\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1522686863\t['C.3.842', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 3 : 222\n",
+ "Cluster Nr. 4 : 11\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 559 4 ]\t1473980508\t1522686863\t['C.3.842', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9784688995215312\n",
+ "Reliability : 0.9690775615391004\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9809976247030879\n",
+ "Reliability : 0.9690775615391004\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 317\n",
+ "Cluster Nr. 1 : 135\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.844', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 135\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.844', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.844', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 197\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.844', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.844', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 270\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.844', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5866\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.844', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 193\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 317\n",
+ "Cluster Nr. 0 : 135\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.846', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 135\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.846', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.846', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 197\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.846', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.846', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 0 : 270\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.846', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.846', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.846', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9681159420289855\n",
+ "Reliability : 0.9562808648379466\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.963276836158192\n",
+ "Reliability : 0.9562808648379466\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 317\n",
+ "Cluster Nr. 1 : 135\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.848', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 135\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.848', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.848', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 197\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.848', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.848', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 270\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.848', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.848', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 366\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.850', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 86\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.850', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.850', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.850', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 390\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.850', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 193\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.850', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.850', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 82\n",
+ "Cluster Nr. 0 : 115\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 452 4 ]\t1473980508\t1522686863\t['C.3.850', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8140845070422535\n",
+ "Reliability : 0.7452066673089892\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8205882352941176\n",
+ "Reliability : 0.7452066673089892\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 139\n",
+ "Cluster Nr. 1 : 396\n",
+ "Result ==>\n",
+ "\t[ 535 4 ]\t1473980508\t1522686863\t['C.3.852', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 139\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 163\n",
+ "Result ==>\n",
+ "\t[ 535 4 ]\t1473980508\t1522686863\t['C.3.852', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 163\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 535 4 ]\t1473980508\t1522686863\t['C.3.852', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 163\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 535 4 ]\t1473980508\t1522686863\t['C.3.852', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 473\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 535 4 ]\t1473980508\t1522686863\t['C.3.852', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 310\n",
+ "Cluster Nr. 0 : 163\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 535 4 ]\t1473980508\t1522686863\t['C.3.852', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 3 : 163\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 535 4 ]\t1473980508\t1522686863\t['C.3.852', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 0 : 227\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 323\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.854', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.854', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.854', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.854', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 347\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.854', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 225\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.854', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 201\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.854', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 122\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 0 : 17\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.854', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9685534591194969\n",
+ "Reliability : 0.9373514301050533\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9647435897435898\n",
+ "Reliability : 0.9373514301050533\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 380\n",
+ "Cluster Nr. 1 : 137\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.856', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 0 : 144\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.856', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.856', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.856', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 455\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.856', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.856', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.5954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 3 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.856', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 226\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.856', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9759358288770054\n",
+ "Reliability : 0.9718831995993424\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9800498753117207\n",
+ "Reliability : 0.9718831995993424\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 0 : 285\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.858', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.858', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.858', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.858', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 285\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.858', 'C.3.568']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.858', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 2 : 30\n",
+ "Cluster Nr. 3 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.858', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 4 : 55\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.858', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8962765957446809\n",
+ "Reliability : 0.8461990512177742\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8945945945945946\n",
+ "Reliability : 0.8461990512177742\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 234\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.860', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.860', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 51\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.860', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 51\n",
+ "Cluster Nr. 4 : 30\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.860', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 234\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.860', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.860', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 178\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.860', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 4 : 30\n",
+ "Cluster Nr. 3 : 114\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.860', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 323\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.862', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 152\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.862', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 152\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.862', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 152\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.862', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.5998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.5998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 347\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.862', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 152\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.862', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.862', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 152\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 4 : 50\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 409 4 ]\t1473980508\t1522686863\t['C.3.862', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 0.8761904761904762\n",
+ "Reliability : 0.8266364500577171\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8938906752411575\n",
+ "Reliability : 0.8266364500577171\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 380\n",
+ "Cluster Nr. 1 : 137\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.864', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 144\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.864', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.864', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.864', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 455\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.864', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 311\n",
+ "Cluster Nr. 1 : 144\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.864', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6018\n",
+ "('T', 'Sigma') \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.864', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 218\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 0 : 18\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.864', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9644670050761421\n",
+ "Reliability : 0.94987437592331\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9602122015915119\n",
+ "Reliability : 0.94987437592331\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 498\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.866', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 281\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.866', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.866', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.866', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 522\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.866', 'C.3.568']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 281\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.866', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.866', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 3 : 255\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 576 4 ]\t1473980508\t1522686863\t['C.3.868', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 576 4 ]\t1473980508\t1522686863\t['C.3.868', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 1 : 189\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 576 4 ]\t1473980508\t1522686863\t['C.3.868', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 576 4 ]\t1473980508\t1522686863\t['C.3.868', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 576 4 ]\t1473980508\t1522686863\t['C.3.868', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 325\n",
+ "Cluster Nr. 2 : 189\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 576 4 ]\t1473980508\t1522686863\t['C.3.868', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 3 : 189\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 576 4 ]\t1473980508\t1522686863\t['C.3.868', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 2 : 189\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 326\n",
+ "Cluster Nr. 1 : 205\n",
+ "Result ==>\n",
+ "\t[ 531 4 ]\t1473980508\t1522686863\t['C.3.870', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 0 : 205\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 531 4 ]\t1473980508\t1522686863\t['C.3.870', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 531 4 ]\t1473980508\t1522686863\t['C.3.870', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 188\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 531 4 ]\t1473980508\t1522686863\t['C.3.870', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 326\n",
+ "Cluster Nr. 1 : 205\n",
+ "Result ==>\n",
+ "\t[ 531 4 ]\t1473980508\t1522686863\t['C.3.870', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 325\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 531 4 ]\t1473980508\t1522686863\t['C.3.870', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 531 4 ]\t1473980508\t1522686863\t['C.3.870', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 163\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 4 : 25\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 531 4 ]\t1473980508\t1522686863\t['C.3.870', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9644670050761421\n",
+ "Reliability : 0.9364114735037817\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9552238805970149\n",
+ "Reliability : 0.9364114735037817\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 498\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.872', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 308\n",
+ "Cluster Nr. 2 : 86\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.872', 'C.3.568']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 2 : 308\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.872', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 0 : 308\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.872', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 522\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.872', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 2 : 332\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.872', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 2 : 308\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.872', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 3 : 182\n",
+ "Cluster Nr. 4 : 126\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1522686863\t['C.3.872', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7741176470588236\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7843601895734598\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 361\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1522686863\t['C.3.874', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1522686863\t['C.3.874', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1522686863\t['C.3.874', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1522686863\t['C.3.874', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 361\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1522686863\t['C.3.874', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 308\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1522686863\t['C.3.874', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 3 : 171\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 560 4 ]\t1473980508\t1522686863\t['C.3.874', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 291\n",
+ "Result ==>\n",
+ "\t[ 469 4 ]\t1473980508\t1522686863\t['C.3.876', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 469 4 ]\t1473980508\t1522686863\t['C.3.876', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 469 4 ]\t1473980508\t1522686863\t['C.3.876', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 469 4 ]\t1473980508\t1522686863\t['C.3.876', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 291\n",
+ "Result ==>\n",
+ "\t[ 469 4 ]\t1473980508\t1522686863\t['C.3.876', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 263\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 86\n",
+ "Result ==>\n",
+ "\t[ 469 4 ]\t1473980508\t1522686863\t['C.3.876', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 2 : 86\n",
+ "Result ==>\n",
+ "\t[ 469 4 ]\t1473980508\t1522686863\t['C.3.876', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 2 : 168\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 3 : 86\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 424\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1522686863\t['C.3.878', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1522686863\t['C.3.878', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1522686863\t['C.3.878', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1522686863\t['C.3.878', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 448\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1522686863\t['C.3.878', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 1 : 188\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1522686863\t['C.3.878', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 188\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1522686863\t['C.3.878', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 235\n",
+ "Cluster Nr. 3 : 188\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.3.880', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.3.880', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.3.880', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.3.880', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 316\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.3.880', 'C.3.568']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 194\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.3.880', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.3.880', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 4 : 81\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 378 4 ]\t1473980508\t1522686863\t['C.3.880', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7892976588628763\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7807308970099668\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 0 : 278\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.882', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.882', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.882', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.882', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 0 : 278\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.882', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 178\n",
+ "Cluster Nr. 1 : 194\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.882', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.882', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 4 : 106\n",
+ "Cluster Nr. 0 : 58\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.882', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.868632707774799\n",
+ "Reliability : 0.8358554357330225\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8961748633879781\n",
+ "Reliability : 0.8358554357330225\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 278\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.884', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.884', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.884', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.884', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 278\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.884', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 194\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.884', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.884', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 151\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 0 : 114\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.884', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9710526315789474\n",
+ "Reliability : 0.9619255885502285\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9807162534435262\n",
+ "Reliability : 0.9619255885502285\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6168\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 316\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.886', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.886', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 152\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.886', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 152\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.886', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 340\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.886', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.886', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 152\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 402 4 ]\t1473980508\t1522686863\t['C.3.886', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 152\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 394\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.888', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 2 : 158\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.888', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.888', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.888', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 424\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.888', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 266\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.888', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 0 : 30\n",
+ "Cluster Nr. 3 : 158\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.888', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 173\n",
+ "Cluster Nr. 0 : 63\n",
+ "Cluster Nr. 4 : 30\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 486 4 ]\t1473980508\t1522686863\t['C.3.888', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8629032258064516\n",
+ "Reliability : 0.8131271937461624\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8760330578512396\n",
+ "Reliability : 0.8131271937461624\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 431\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.890', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 260\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.890', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.890', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.890', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.4.6206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 455\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.890', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 260\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.890', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 236\n",
+ "Cluster Nr. 0 : 195\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.890', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 2 : 195\n",
+ "Cluster Nr. 4 : 22\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.890', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9628647214854111\n",
+ "Reliability : 0.9347321623453457\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9692307692307692\n",
+ "Reliability : 0.9347321623453457\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 401\n",
+ "Cluster Nr. 0 : 92\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.892', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 266\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.892', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.892', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.892', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 431\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.892', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 266\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.892', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 3 : 165\n",
+ "Cluster Nr. 0 : 30\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.892', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 202\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 4 : 34\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.892', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.926509186351706\n",
+ "Reliability : 0.897162685008905\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9263157894736842\n",
+ "Reliability : 0.897162685008905\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 0 : 285\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.894', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.894', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6234\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.894', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.894', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 1 : 285\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.894', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 201\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.894', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 2 : 30\n",
+ "Cluster Nr. 3 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.894', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 4 : 11\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 114\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1522686863\t['C.3.894', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9813829787234043\n",
+ "Reliability : 0.9681414420003704\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9756756756756757\n",
+ "Reliability : 0.9681414420003704\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 380\n",
+ "Cluster Nr. 0 : 137\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.896', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 144\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.896', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 75\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.896', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 75\n",
+ "Cluster Nr. 2 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.896', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 455\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.896', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 311\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.896', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 75\n",
+ "Cluster Nr. 3 : 144\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.896', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 220\n",
+ "Cluster Nr. 0 : 75\n",
+ "Cluster Nr. 4 : 16\n",
+ "Cluster Nr. 1 : 144\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.896', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9649122807017544\n",
+ "Reliability : 0.9553384206316609\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9712793733681462\n",
+ "Reliability : 0.9553384206316609\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 431\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.898', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 266\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.898', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 266\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.898', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 266\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.898', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 455\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.898', 'C.3.568']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 290\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.898', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 266\n",
+ "Cluster Nr. 3 : 165\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1522686863\t['C.3.898', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 3 : 165\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 293\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 385 4 ]\t1473980508\t1522686863\t['C.3.900', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 385 4 ]\t1473980508\t1522686863\t['C.3.900', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 385 4 ]\t1473980508\t1522686863\t['C.3.900', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 385 4 ]\t1473980508\t1522686863\t['C.3.900', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 323\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 385 4 ]\t1473980508\t1522686863\t['C.3.900', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 201\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 385 4 ]\t1473980508\t1522686863\t['C.3.900', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 385 4 ]\t1473980508\t1522686863\t['C.3.900', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 2 : 30\n",
+ "Cluster Nr. 4 : 19\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 385 4 ]\t1473980508\t1522686863\t['C.3.900', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9508196721311475\n",
+ "Reliability : 0.92867429179542\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9572368421052632\n",
+ "Reliability : 0.92867429179542\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.902', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.902', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.902', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.902', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.902', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.902', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.902', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 4 : 190\n",
+ "Cluster Nr. 2 : 13\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.902', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9815789473684211\n",
+ "Reliability : 0.960633231011506\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.973404255319149\n",
+ "Reliability : 0.960633231011506\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 0 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.904', 'C.3.568']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 94\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.904', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.904', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.904', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.904', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 196\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.904', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.904', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 4 : 58\n",
+ "Cluster Nr. 0 : 106\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.904', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8600682593856656\n",
+ "Reliability : 0.7915269648235495\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8518518518518519\n",
+ "Reliability : 0.7915269648235495\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.906', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 94\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.906', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.906', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.906', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.906', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 196\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.906', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.906', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 4 : 32\n",
+ "Cluster Nr. 3 : 162\n",
+ "Cluster Nr. 1 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.908', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 94\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.908', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.908', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.908', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.908', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.908', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.908', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.910', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 268\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.910', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 268\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.910', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 268\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.910', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.910', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 292\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.910', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 268\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.910', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 231\n",
+ "Cluster Nr. 4 : 37\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.910', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9361702127659575\n",
+ "Reliability : 0.8887831107585173\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9304123711340206\n",
+ "Reliability : 0.8887831107585173\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.912', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 94\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.912', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.912', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.912', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 318\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.912', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.912', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.912', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 103\n",
+ "Result ==>\n",
+ "\t[ 389 4 ]\t1473980508\t1522686863\t['C.3.914', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 389 4 ]\t1473980508\t1522686863\t['C.3.914', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 71\n",
+ "Result ==>\n",
+ "\t[ 389 4 ]\t1473980508\t1522686863\t['C.3.914', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 71\n",
+ "Result ==>\n",
+ "\t[ 389 4 ]\t1473980508\t1522686863\t['C.3.914', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 71\n",
+ "Result ==>\n",
+ "\t[ 389 4 ]\t1473980508\t1522686863\t['C.3.914', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 2 : 71\n",
+ "Result ==>\n",
+ "\t[ 389 4 ]\t1473980508\t1522686863\t['C.3.914', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 2 : 71\n",
+ "Result ==>\n",
+ "\t[ 389 4 ]\t1473980508\t1522686863\t['C.3.914', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 4 : 32\n",
+ "Cluster Nr. 1 : 71\n",
+ "Result ==>\n",
+ "\t[ 389 4 ]\t1473980508\t1522686863\t['C.3.914', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9283387622149837\n",
+ "Reliability : 0.8851144050567404\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.91\n",
+ "Reliability : 0.8851144050567404\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.916', 'C.3.568']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.916', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.916', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.916', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.916', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.916', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.916', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 4 : 37\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.916', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9345549738219895\n",
+ "Reliability : 0.8912174415363083\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9236641221374046\n",
+ "Reliability : 0.8912174415363083\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.918', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 94\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.918', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.918', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.918', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.918', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.918', 'C.3.568']\tNone \tSpe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.918', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 1 : 158\n",
+ "Cluster Nr. 0 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.920', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 94\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.920', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.920', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.920', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.920', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.920', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.920', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 3 : 10\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.920', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9792387543252595\n",
+ "Reliability : 0.9617986350184212\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9659863945578231\n",
+ "Reliability : 0.9617986350184212\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.922', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 94\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.922', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.922', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.922', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 318\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.922', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 196\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.922', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.922', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 4 : 160\n",
+ "Cluster Nr. 0 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 318\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.924', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.924', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.924', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.924', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 342\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.924', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.924', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.924', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 0 : 21\n",
+ "Cluster Nr. 4 : 143\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.924', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9487179487179487\n",
+ "Reliability : 0.9239413863519063\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9514563106796117\n",
+ "Reliability : 0.9239413863519063\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 382\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.926', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 146\n",
+ "Cluster Nr. 0 : 130\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.926', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 146\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.926', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.926', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.926', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 304\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.926', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 146\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.926', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6486\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 166\n",
+ "Cluster Nr. 4 : 70\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.926', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8679245283018868\n",
+ "Reliability : 0.8122778319544497\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8763157894736842\n",
+ "Reliability : 0.8122778319544497\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.928', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.928', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.928', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.928', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.928', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 260\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.928', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.928', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 235\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 382\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.930', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 0 : 130\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.930', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.930', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.930', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.930', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 304\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.930', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 3 : 146\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.930', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 184\n",
+ "Cluster Nr. 0 : 52\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 4 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.930', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8976377952755905\n",
+ "Reliability : 0.8582075230296826\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.898936170212766\n",
+ "Reliability : 0.8582075230296826\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.932', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 94\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.932', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.932', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6524\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.932', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.932', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.932', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.932', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 3 : 151\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.932', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9695945945945946\n",
+ "Reliability : 0.9505658845986202\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9620689655172414\n",
+ "Reliability : 0.9505658845986202\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 382\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.934', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 0 : 130\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.934', 'C.3.568']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.934', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.934', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.934', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 304\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.934', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 146\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.934', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 232\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 318\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.936', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.936', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.936', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.936', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 342\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.936', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.936', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.936', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 4 : 29\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 404 4 ]\t1473980508\t1522686863\t['C.3.936', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.925\n",
+ "Reliability : 0.8960046925199632\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9240924092409241\n",
+ "Reliability : 0.8960046925199632\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.938', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 94\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.938', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.938', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.938', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.938', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.938', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.938', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 1 : 162\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.940', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.940', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.940', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.940', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.940', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 260\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.940', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.940', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 182\n",
+ "Cluster Nr. 3 : 54\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.940', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8969849246231156\n",
+ "Reliability : 0.8441375963524327\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8962765957446809\n",
+ "Reliability : 0.8441375963524327\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 394\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.942', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 94\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.942', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.942', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.942', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.942', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 268\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.942', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.942', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 143\n",
+ "Cluster Nr. 3 : 93\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 4 : 158\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.942', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8053333333333333\n",
+ "Reliability : 0.7336840157542757\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8043478260869565\n",
+ "Reliability : 0.7336840157542757\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 394\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.944', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 94\n",
+ "Cluster Nr. 0 : 158\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.944', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6612\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.944', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.944', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.944', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 268\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.944', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 488 4 ]\t1473980508\t1522686863\t['C.3.944', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 235\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 382\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.946', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.946', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.946', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 146\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.946', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.946', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 304\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.946', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 146\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.946', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 221\n",
+ "Cluster Nr. 3 : 146\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 2 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.946', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9715025906735751\n",
+ "Reliability : 0.9573966566995111\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9748110831234257\n",
+ "Reliability : 0.9573966566995111\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 426\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.948', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 268\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.948', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 268\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.948', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 268\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.948', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.948', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 292\n",
+ "Cluster Nr. 0 : 158\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.948', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 268\n",
+ "Cluster Nr. 3 : 158\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.948', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 266\n",
+ "Cluster Nr. 2 : 158\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 94\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.950', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 94\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.950', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.950', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 0 : 164\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.950', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.950', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 196\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.950', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 2 : 164\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.950', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 4 : 149\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 380 4 ]\t1473980508\t1522686863\t['C.3.950', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9671052631578947\n",
+ "Reliability : 0.9431315840738466\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9653979238754326\n",
+ "Reliability : 0.9431315840738466\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 285\n",
+ "Cluster Nr. 0 : 106\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.952', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 106\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.952', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 2 : 164\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.952', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 164\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.952', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 317\n",
+ "Cluster Nr. 0 : 74\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.952', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 196\n",
+ "Cluster Nr. 2 : 74\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.952', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 1 : 164\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.952', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 4 : 139\n",
+ "Cluster Nr. 2 : 25\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.952', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9435215946843853\n",
+ "Reliability : 0.9101319598827228\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.940983606557377\n",
+ "Reliability : 0.9101319598827228\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 426\n",
+ "Cluster Nr. 1 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.954', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 0 : 86\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.954', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.954', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 190\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.954', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.954', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.954', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 3 : 190\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.954', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 205\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 4 : 31\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 24\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.954', 'C.3.568']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9445910290237467\n",
+ "Reliability : 0.9082184604965748\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9428571428571428\n",
+ "Reliability : 0.9082184604965748\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 382\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.956', 'C.3.568']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 1 : 130\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.956', 'C.3.568']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 1 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.956', 'C.3.568']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 0 : 68\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.956', 'C.3.568']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 450\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.956', 'C.3.568']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 304\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.956', 'C.3.568']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 146\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 512 4 ]\t1473980508\t1522686863\t['C.3.956', 'C.3.568']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6714\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 232\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 76\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.958', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.958', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 1 : 32\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.958', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 32\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.958', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 32\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.958', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.958', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.958', 'C.3.838']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9090909090909091\n",
+ "Reliability : 0.8283577037638776\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8969072164948454\n",
+ "Reliability : 0.8283577037638776\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 137\n",
+ "Cluster Nr. 3 : 32\n",
+ "Cluster Nr. 1 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 76\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.960', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.960', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 1 : 32\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.960', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.960', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 32\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.960', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 32\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.960', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 85\n",
+ "Cluster Nr. 1 : 70\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 231 4 ]\t1473980508\t1522686863\t['C.3.960', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.6868686868686869\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.6954314720812182\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 1 : 32\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 203 4 ]\t1473980508\t1522686863\t['C.3.962', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 203 4 ]\t1473980508\t1522686863\t['C.3.962', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 203 4 ]\t1473980508\t1522686863\t['C.3.962', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 203 4 ]\t1473980508\t1522686863\t['C.3.962', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 203 4 ]\t1473980508\t1522686863\t['C.3.962', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 143\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 44\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 84\n",
+ "Cluster Nr. 4 : 69\n",
+ "Cluster Nr. 0 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.964', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 199\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.964', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 0 : 199\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.964', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 2 : 32\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.964', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.964', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 0 : 32\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.964', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 32\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 0 : 185\n",
+ "Result ==>\n",
+ "\t[ 391 4 ]\t1473980508\t1522686863\t['C.3.964', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9703947368421053\n",
+ "Reliability : 0.9388095451289398\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9691780821917808\n",
+ "Reliability : 0.9388095451289398\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 32\n",
+ "Cluster Nr. 0 : 179\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 0 : 232\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.966', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 1 : 232\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.966', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 0 : 232\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.966', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 0 : 232\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.966', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 0 : 232\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.966', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 1 : 222\n",
+ "Cluster Nr. 2 : 10\n",
+ "Result ==>\n",
+ "\t[ 392 4 ]\t1473980508\t1522686863\t['C.3.966', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9736842105263158\n",
+ "Reliability : 0.9488302182721213\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9772727272727273\n",
+ "Reliability : 0.9488302182721213\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 2 : 206\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 2 : 142\n",
+ "Cluster Nr. 4 : 84\n",
+ "Cluster Nr. 1 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 159\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.968', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.968', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 115\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.968', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 115\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.968', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 159\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.968', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.968', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 152\n",
+ "Cluster Nr. 1 : 115\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 130\n",
+ "Cluster Nr. 4 : 16\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 1 : 270\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.970', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 159\n",
+ "Cluster Nr. 2 : 155\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.970', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 3 : 44\n",
+ "Cluster Nr. 0 : 155\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.970', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 3 : 44\n",
+ "Cluster Nr. 1 : 155\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.970', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 160\n",
+ "Cluster Nr. 0 : 270\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.970', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 1 : 155\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.970', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 3 : 115\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 1 : 155\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.970', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 3 : 115\n",
+ "Cluster Nr. 2 : 44\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 159\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.972', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 115\n",
+ "Cluster Nr. 2 : 44\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.972', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.972', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.972', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 159\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.972', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 115\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.972', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 140\n",
+ "Cluster Nr. 0 : 115\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 314 4 ]\t1473980508\t1522686863\t['C.3.972', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.944\n",
+ "Reliability : 0.9236885877723234\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9448818897637795\n",
+ "Reliability : 0.9236885877723234\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 153\n",
+ "Cluster Nr. 0 : 115\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 232 4 ]\t1473980508\t1522686863\t['C.3.974', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 232 4 ]\t1473980508\t1522686863\t['C.3.974', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 232 4 ]\t1473980508\t1522686863\t['C.3.974', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 188\n",
+ "Cluster Nr. 0 : 44\n",
+ "Result ==>\n",
+ "\t[ 232 4 ]\t1473980508\t1522686863\t['C.3.974', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 188\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 44\n",
+ "Result ==>\n",
+ "\t[ 232 4 ]\t1473980508\t1522686863\t['C.3.974', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 0 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 172\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 44\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 3 : 11\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.976', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 0 : 71\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.976', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.976', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 160\n",
+ "Cluster Nr. 2 : 71\n",
+ "Cluster Nr. 0 : 199\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.976', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 359\n",
+ "Cluster Nr. 1 : 71\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.976', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 1 : 71\n",
+ "Cluster Nr. 2 : 199\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.976', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 1 : 71\n",
+ "Cluster Nr. 3 : 47\n",
+ "Cluster Nr. 0 : 199\n",
+ "Result ==>\n",
+ "\t[ 430 4 ]\t1473980508\t1522686863\t['C.3.976', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.896969696969697\n",
+ "Reliability : 0.8332706992033765\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8715596330275229\n",
+ "Reliability : 0.8332706992033765\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.978', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.978', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.978', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.978', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.978', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 177\n",
+ "Cluster Nr. 2 : 23\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.978', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9186991869918699\n",
+ "Reliability : 0.8569739137290457\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9357429718875502\n",
+ "Reliability : 0.8569739137290457\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 3 : 27\n",
+ "Cluster Nr. 2 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 176\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.980', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.980', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.980', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 3 : 157\n",
+ "Cluster Nr. 4 : 116\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.980', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 273\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.980', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.980', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 3 : 78\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 1 : 79\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.980', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7735849056603774\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7806691449814126\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 4 : 20\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.982', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.982', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.982', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.982', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 131\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.982', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.982', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 134\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.984', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.984', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.984', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 4 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.984', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 131\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.984', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.984', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 178\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 180\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.986', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.986', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.986', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.986', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.986', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 199\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 152\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 84\n",
+ "Cluster Nr. 1 : 100\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.988', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.988', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.988', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.988', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 1 : 193\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.988', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.988', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 3 : 26\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.988', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.908675799086758\n",
+ "Reliability : 0.850674539890522\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8959276018099548\n",
+ "Reliability : 0.850674539890522\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 144\n",
+ "Cluster Nr. 0 : 193\n",
+ "Result ==>\n",
+ "\t[ 337 4 ]\t1473980508\t1522686863\t['C.3.990', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 144\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 337 4 ]\t1473980508\t1522686863\t['C.3.990', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 3 : 51\n",
+ "Cluster Nr. 2 : 70\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 337 4 ]\t1473980508\t1522686863\t['C.3.990', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 3 : 51\n",
+ "Cluster Nr. 2 : 70\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 337 4 ]\t1473980508\t1522686863\t['C.3.990', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 1 : 193\n",
+ "Result ==>\n",
+ "\t[ 337 4 ]\t1473980508\t1522686863\t['C.3.990', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 2 : 70\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 337 4 ]\t1473980508\t1522686863\t['C.3.990', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 3 : 51\n",
+ "Cluster Nr. 2 : 70\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 337 4 ]\t1473980508\t1522686863\t['C.3.990', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 74\n",
+ "Cluster Nr. 1 : 51\n",
+ "Cluster Nr. 2 : 70\n",
+ "Cluster Nr. 0 : 140\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.992', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.992', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.992', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.992', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.992', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 22\n",
+ "Cluster Nr. 1 : 178\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.992', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9317269076305221\n",
+ "Reliability : 0.862712132600182\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9346938775510204\n",
+ "Reliability : 0.862712132600182\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 181\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 79\n",
+ "Cluster Nr. 3 : 109\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 4 : 11\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 131\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.994', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.994', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.994', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.994', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 131\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.994', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.994', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 3 : 25\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.994', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9009009009009009\n",
+ "Reliability : 0.8448937308607402\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9035087719298246\n",
+ "Reliability : 0.8448937308607402\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 3 : 56\n",
+ "Cluster Nr. 1 : 80\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.996', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.996', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.996', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.6958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.996', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.996', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.996', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 180\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 149\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 4 : 25\n",
+ "Cluster Nr. 3 : 11\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.996', 'C.3.838']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8988326848249028\n",
+ "Reliability : 0.8045077840601038\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8774703557312253\n",
+ "Reliability : 0.8045077840601038\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.998', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.998', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.998', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.998', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 131\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.998', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.998', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 140\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 110\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1000', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1000', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1000', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1000', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1000', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 159\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 0 : 41\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1000', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8857142857142857\n",
+ "Reliability : 0.7593820627051964\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.876984126984127\n",
+ "Reliability : 0.7593820627051964\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 196\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 91\n",
+ "Cluster Nr. 0 : 104\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 125\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1002', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1002', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1002', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 2 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1002', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 0 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1002', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.6998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.6998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1002', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 3 : 20\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1002', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.934156378600823\n",
+ "Reliability : 0.8919683060490767\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9274193548387096\n",
+ "Reliability : 0.8919683060490767\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 125\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1004', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 125\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1004', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.7006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1004', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 125\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1004', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1004', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 1 : 139\n",
+ "Cluster Nr. 2 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 125\n",
+ "Cluster Nr. 2 : 82\n",
+ "Cluster Nr. 0 : 54\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 125\n",
+ "Cluster Nr. 2 : 96\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 190\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.1006', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.1006', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.1006', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.7018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.1006', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 1 : 273\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.1006', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.1006', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 3 : 10\n",
+ "Result ==>\n",
+ "\t[ 347 4 ]\t1473980508\t1522686863\t['C.3.1006', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9701492537313433\n",
+ "Reliability : 0.9557742380150099\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.977859778597786\n",
+ "Reliability : 0.9557742380150099\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 29\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1008', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1008', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1008', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1008', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1008', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1008', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 167\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 0 : 16\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.1010', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.1010', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.1010', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.1010', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 131\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.1010', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.1010', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 112\n",
+ "Result ==>\n",
+ "\t[ 273 4 ]\t1473980508\t1522686863\t['C.3.1010', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8894009216589862\n",
+ "Reliability : 0.816267361891491\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8854625550660793\n",
+ "Reliability : 0.816267361891491\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 125\n",
+ "Cluster Nr. 0 : 16\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1012', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1012', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1012', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1012', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1012', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 199\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 3 : 37\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 125\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1014', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1014', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1014', 'C.3.838']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1014', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1014', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1014', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 166\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 3 : 19\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1014', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9333333333333333\n",
+ "Reliability : 0.8970725944077365\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9262295081967213\n",
+ "Reliability : 0.8970725944077365\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 174\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 1 : 193\n",
+ "Result ==>\n",
+ "\t[ 334 4 ]\t1473980508\t1522686863\t['C.3.1016', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 2 : 67\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 334 4 ]\t1473980508\t1522686863\t['C.3.1016', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 3 : 51\n",
+ "Cluster Nr. 2 : 67\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 334 4 ]\t1473980508\t1522686863\t['C.3.1016', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 3 : 67\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 334 4 ]\t1473980508\t1522686863\t['C.3.1016', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 141\n",
+ "Cluster Nr. 0 : 193\n",
+ "Result ==>\n",
+ "\t[ 334 4 ]\t1473980508\t1522686863\t['C.3.1016', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 125\n",
+ "Cluster Nr. 1 : 67\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 334 4 ]\t1473980508\t1522686863\t['C.3.1016', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 3 : 51\n",
+ "Cluster Nr. 2 : 67\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 334 4 ]\t1473980508\t1522686863\t['C.3.1016', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 3 : 51\n",
+ "Cluster Nr. 1 : 67\n",
+ "Cluster Nr. 4 : 113\n",
+ "Cluster Nr. 0 : 29\n",
+ "Result ==>\n",
+ "\t[ 334 4 ]\t1473980508\t1522686863\t['C.3.1016', 'C.3.838']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9031007751937985\n",
+ "Reliability : 0.8828030803346926\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9115384615384615\n",
+ "Reliability : 0.8828030803346926\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7092\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1018', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1018', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 116\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1018', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1018', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1018', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 91\n",
+ "Cluster Nr. 2 : 51\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1018', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8071748878923767\n",
+ "Reliability : 0.662277712772113\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7926267281105991\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 19\n",
+ "Cluster Nr. 1 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 3 : 107\n",
+ "Cluster Nr. 0 : 10\n",
+ "Cluster Nr. 4 : 21\n",
+ "Cluster Nr. 2 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1020', 'C.3.838']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 142\n",
+ "Cluster Nr. 2 : 42\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1020', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 142\n",
+ "Cluster Nr. 2 : 42\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1020', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 142\n",
+ "Cluster Nr. 2 : 42\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1020', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 1 : 184\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1020', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 142\n",
+ "Cluster Nr. 0 : 42\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1020', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 133\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1022', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 142\n",
+ "Cluster Nr. 2 : 42\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1022', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 142\n",
+ "Cluster Nr. 0 : 42\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1022', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 142\n",
+ "Cluster Nr. 0 : 42\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1022', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 74\n",
+ "Cluster Nr. 0 : 184\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1022', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 142\n",
+ "Cluster Nr. 0 : 42\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1022', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 1 : 133\n",
+ "Cluster Nr. 3 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1024', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1024', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 116\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1024', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 116\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1024', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1024', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 110\n",
+ "Cluster Nr. 3 : 20\n",
+ "Cluster Nr. 0 : 12\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1024', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8767123287671232\n",
+ "Reliability : 0.7778736251886996\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8625592417061612\n",
+ "Reliability : 0.7778736251886996\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 109\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1026', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1026', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 116\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1026', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 116\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1026', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1026', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 76\n",
+ "Cluster Nr. 1 : 66\n",
+ "Result ==>\n",
+ "\t[ 258 4 ]\t1473980508\t1522686863\t['C.3.1026', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7511520737327189\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7302325581395349\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 1 : 115\n",
+ "Cluster Nr. 2 : 19\n",
+ "Cluster Nr. 3 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 0 : 99\n",
+ "Cluster Nr. 3 : 41\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 327 4 ]\t1473980508\t1522686863\t['C.3.1028', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 0 : 69\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 327 4 ]\t1473980508\t1522686863\t['C.3.1028', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 2 : 69\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 327 4 ]\t1473980508\t1522686863\t['C.3.1028', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 0 : 69\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 327 4 ]\t1473980508\t1522686863\t['C.3.1028', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 69\n",
+ "Result ==>\n",
+ "\t[ 327 4 ]\t1473980508\t1522686863\t['C.3.1028', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 1 : 69\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 327 4 ]\t1473980508\t1522686863\t['C.3.1028', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 101\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 69\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 327 4 ]\t1473980508\t1522686863\t['C.3.1028', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9484126984126984\n",
+ "Reliability : 0.9302106860656497\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9657794676806084\n",
+ "Reliability : 0.9302106860656497\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 97\n",
+ "Cluster Nr. 0 : 69\n",
+ "Cluster Nr. 1 : 142\n",
+ "Cluster Nr. 3 : 16\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1030', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.7162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 125\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1030', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1030', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 125\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1030', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 125\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1030', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 125\n",
+ "Cluster Nr. 0 : 141\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 125\n",
+ "Cluster Nr. 2 : 100\n",
+ "Cluster Nr. 3 : 25\n",
+ "Cluster Nr. 0 : 17\n",
+ "Result ==>\n",
+ "\t[ 267 4 ]\t1473980508\t1522686863\t['C.3.1030', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8616071428571429\n",
+ "Reliability : 0.7256247778499553\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8401826484018264\n",
+ "Reliability : 0.7256247778499553\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 125\n",
+ "Cluster Nr. 2 : 54\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1032', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1032', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1032', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 4 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1032', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1032', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1032', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 179\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 116\n",
+ "Cluster Nr. 0 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1034', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1034', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1034', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1034', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1034', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1034', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 159\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 116\n",
+ "Cluster Nr. 0 : 11\n",
+ "Cluster Nr. 4 : 15\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1034', 'C.3.838']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9176470588235294\n",
+ "Reliability : 0.8548257218451628\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9246031746031746\n",
+ "Reliability : 0.8548257218451628\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1036', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1036', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1036', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1036', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 131\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1036', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1036', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 68\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1036', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.78125\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7918367346938775\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 0 : 27\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1038', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1038', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1038', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1038', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 116\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1038', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 189\n",
+ "Cluster Nr. 2 : 116\n",
+ "Cluster Nr. 1 : 11\n",
+ "Result ==>\n",
+ "\t[ 316 4 ]\t1473980508\t1522686863\t['C.3.1038', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9616858237547893\n",
+ "Reliability : 0.9285015296820116\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.975609756097561\n",
+ "Reliability : 0.9285015296820116\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 181\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 4 : 36\n",
+ "Cluster Nr. 1 : 116\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 125\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1040', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1040', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1040', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1040', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1040', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 1 : 74\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1040', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 161\n",
+ "Cluster Nr. 0 : 51\n",
+ "Cluster Nr. 2 : 74\n",
+ "Cluster Nr. 1 : 24\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1040', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.927710843373494\n",
+ "Reliability : 0.8718205349439172\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9243027888446215\n",
+ "Reliability : 0.8718205349439172\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7234\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 158\n",
+ "Cluster Nr. 2 : 51\n",
+ "Cluster Nr. 0 : 74\n",
+ "Cluster Nr. 3 : 13\n",
+ "Cluster Nr. 1 : 14\n",
+ "Result ==>\n",
+ "\t[ 310 4 ]\t1473980508\t1522686863\t['C.3.1040', 'C.3.838']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9236947791164659\n",
+ "Reliability : 0.8572014456719554\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9146341463414634\n",
+ "Reliability : 0.8572014456719554\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 0 : 175\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1522686863\t['C.3.1042', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 0 : 175\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1522686863\t['C.3.1042', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 175\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1522686863\t['C.3.1042', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 175\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1522686863\t['C.3.1042', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 0 : 175\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1522686863\t['C.3.1042', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 150\n",
+ "Cluster Nr. 0 : 25\n",
+ "Result ==>\n",
+ "\t[ 263 4 ]\t1473980508\t1522686863\t['C.3.1042', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9151785714285714\n",
+ "Reliability : 0.8117604876299749\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8883928571428571\n",
+ "Reliability : 0.8117604876299749\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 43\n",
+ "Cluster Nr. 4 : 114\n",
+ "Cluster Nr. 0 : 17\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 146\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1044', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1044', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1044', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 1 : 58\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1044', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 230\n",
+ "Cluster Nr. 1 : 58\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1044', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 1 : 58\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1044', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 3 : 24\n",
+ "Cluster Nr. 1 : 118\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1044', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9113924050632911\n",
+ "Reliability : 0.8740692071835304\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9128630705394191\n",
+ "Reliability : 0.8740692071835304\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 73\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1046', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1046', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1046', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1046', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 73\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1046', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 131\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1046', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 58\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1046', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 73\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1048', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 1 : 73\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1048', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 73\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1048', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 73\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 58\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1048', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.7284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 73\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1048', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1048', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1048', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 73\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 58\n",
+ "Cluster Nr. 4 : 100\n",
+ "Cluster Nr. 1 : 42\n",
+ "Result ==>\n",
+ "\t[ 288 4 ]\t1473980508\t1522686863\t['C.3.1048', 'C.3.838']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8377192982456141\n",
+ "Reliability : 0.7951445439739414\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8583333333333333\n",
+ "Reliability : 0.7951445439739414\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 202\n",
+ "Cluster Nr. 0 : 163\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1522686863\t['C.3.1050', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 202\n",
+ "Cluster Nr. 1 : 163\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1522686863\t['C.3.1050', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 1 : 163\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1522686863\t['C.3.1050', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 202\n",
+ "Cluster Nr. 0 : 163\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1522686863\t['C.3.1050', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 202\n",
+ "Cluster Nr. 1 : 163\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1522686863\t['C.3.1050', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 0 : 163\n",
+ "Cluster Nr. 2 : 18\n",
+ "Result ==>\n",
+ "\t[ 365 4 ]\t1473980508\t1522686863\t['C.3.1050', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9530201342281879\n",
+ "Reliability : 0.9053601823269769\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9523809523809523\n",
+ "Reliability : 0.9053601823269769\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 192\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 2 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 193\n",
+ "Cluster Nr. 1 : 163\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1522686863\t['C.3.1052', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 2 : 57\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1522686863\t['C.3.1052', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 2 : 57\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1522686863\t['C.3.1052', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.4.7308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 2 : 57\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1522686863\t['C.3.1052', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1522686863\t['C.3.1052', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 2 : 57\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1522686863\t['C.3.1052', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 3 : 35\n",
+ "Cluster Nr. 2 : 57\n",
+ "Cluster Nr. 0 : 63\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1522686863\t['C.3.1052', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9045801526717557\n",
+ "Reliability : 0.8228330314077188\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.888030888030888\n",
+ "Reliability : 0.8228330314077188\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 3 : 57\n",
+ "Cluster Nr. 1 : 95\n",
+ "Cluster Nr. 0 : 63\n",
+ "Cluster Nr. 4 : 10\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1522686863\t['C.3.1052', 'C.3.838']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7058823529411765\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7052238805970149\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 0 : 199\n",
+ "Result ==>\n",
+ "\t[ 302 4 ]\t1473980508\t1522686863\t['C.3.1054', 'C.3.838']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 302 4 ]\t1473980508\t1522686863\t['C.3.1054', 'C.3.838']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 45\n",
+ "Cluster Nr. 2 : 57\n",
+ "Cluster Nr. 1 : 58\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 302 4 ]\t1473980508\t1522686863\t['C.3.1054', 'C.3.838']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 45\n",
+ "Cluster Nr. 3 : 57\n",
+ "Cluster Nr. 2 : 58\n",
+ "Cluster Nr. 1 : 142\n",
+ "Result ==>\n",
+ "\t[ 302 4 ]\t1473980508\t1522686863\t['C.3.1054', 'C.3.838']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 103\n",
+ "Cluster Nr. 0 : 199\n",
+ "Result ==>\n",
+ "\t[ 302 4 ]\t1473980508\t1522686863\t['C.3.1054', 'C.3.838']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 1 : 58\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 302 4 ]\t1473980508\t1522686863\t['C.3.1054', 'C.3.838']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 3 : 57\n",
+ "Cluster Nr. 1 : 58\n",
+ "Cluster Nr. 0 : 142\n",
+ "Result ==>\n",
+ "\t[ 302 4 ]\t1473980508\t1522686863\t['C.3.1054', 'C.3.838']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.4.7330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.5182\n",
+ "Inserted : C.4.7330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 45\n",
+ "Cluster Nr. 0 : 57\n",
+ "Cluster Nr. 3 : 58\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "###############################################TIER 5###############################################\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 474\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1056', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1056', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1056', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1056', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 474\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1056', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 258\n",
+ "Cluster Nr. 2 : 336\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1056', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1056', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 4 : 49\n",
+ "Cluster Nr. 0 : 287\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1056', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9330254041570438\n",
+ "Reliability : 0.8976612264348989\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9366515837104072\n",
+ "Reliability : 0.8976612264348989\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 354\n",
+ "Cluster Nr. 0 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1058', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1058', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1058', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1058', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1058', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 378\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1058', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1058', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 4 : 17\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1058', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9711751662971175\n",
+ "Reliability : 0.9657249445661515\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9705215419501134\n",
+ "Reliability : 0.9657249445661515\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 331\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1060', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 135\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1060', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1060', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1060', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 331\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1060', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 378\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1060', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1060', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 4 : 216\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1060', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9572072072072072\n",
+ "Reliability : 0.9458245558249533\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9527027027027027\n",
+ "Reliability : 0.9458245558249533\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 454\n",
+ "Cluster Nr. 1 : 228\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1062', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1062', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1062', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 4 : 15\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1062', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 454\n",
+ "Cluster Nr. 0 : 228\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1062', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 346\n",
+ "Cluster Nr. 2 : 213\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1062', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1062', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 4 : 15\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1062', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 474\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1064', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7396\n",
+ "('T', 'Sigma') \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 261\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1064', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1064', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 261\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1064', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 474\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1064', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 381\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1064', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1064', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 4 : 17\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1064', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9842696629213483\n",
+ "Reliability : 0.9652902713593433\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9711751662971175\n",
+ "Reliability : 0.9652902713593433\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 351\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1066', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 213\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1066', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1066', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1066', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 351\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1066', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 381\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1066', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1066', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 230\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 3 : 213\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1066', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9775280898876404\n",
+ "Reliability : 0.9737100974057287\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.979498861047836\n",
+ "Reliability : 0.9737100974057287\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 477\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1068', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 339\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1068', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1068', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 339\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1068', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 477\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1068', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 339\n",
+ "Cluster Nr. 2 : 258\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1068', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1068', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1068', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9739336492890995\n",
+ "Reliability : 0.9613829547164134\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9739952718676123\n",
+ "Reliability : 0.9613829547164134\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1070', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1070', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1070', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 243\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1070', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1070', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 381\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1070', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1070', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1072', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1072', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1072', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 243\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1072', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 354\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1072', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 381\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1072', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1072', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 227\n",
+ "Cluster Nr. 0 : 16\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1072', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9699570815450643\n",
+ "Reliability : 0.9678347802591544\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.98\n",
+ "Reliability : 0.9678347802591544\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 331\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1074', 'C.3.278']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 216\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1074', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1074', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1074', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 331\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1074', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 381\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1074', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1074', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 4 : 108\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1074', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8532110091743119\n",
+ "Reliability : 0.7930078623748404\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8407494145199064\n",
+ "Reliability : 0.7930078623748404\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 477\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1076', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1076', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 261\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1076', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 261\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1076', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 597\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1076', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 381\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1076', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 3 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1076', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 252\n",
+ "Cluster Nr. 3 : 216\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1078', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 216\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1078', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1078', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 243\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1078', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1078', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 381\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1078', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1078', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 685 4 ]\t1473980508\t1516802909\t['C.4.1078', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9782608695652174\n",
+ "Reliability : 0.9698249450060173\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9776785714285714\n",
+ "Reliability : 0.9698249450060173\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 474\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1080', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1080', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1080', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1080', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7524\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 474\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1080', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1080', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 258\n",
+ "Cluster Nr. 3 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1080', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 248\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1080', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9888392857142857\n",
+ "Reliability : 0.9794908062234795\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9866666666666667\n",
+ "Reliability : 0.9794908062234795\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 328\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1082', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 328\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1082', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1082', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 240\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1082', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 328\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1082', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 378\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1082', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1082', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 238\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 4 : 88\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 331\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1084', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 331\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1084', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1084', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 216\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1084', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 331\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1084', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 378\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1084', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1084', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 1 : 227\n",
+ "Cluster Nr. 4 : 16\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1084', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9789227166276346\n",
+ "Reliability : 0.9676640669019305\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.98\n",
+ "Reliability : 0.9676640669019305\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 328\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1086', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 328\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1086', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1086', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 240\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1086', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 328\n",
+ "Cluster Nr. 1 : 354\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1086', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1086', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1086', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 187\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 53\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1086', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9183222958057395\n",
+ "Reliability : 0.8954256786785004\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9084668192219679\n",
+ "Reliability : 0.8954256786785004\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 474\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1088', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1088', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 339\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1088', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 339\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1088', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 474\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1088', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 255\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1088', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 339\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1088', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 333\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 351\n",
+ "Cluster Nr. 0 : 331\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1090', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 331\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1090', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1090', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1090', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 351\n",
+ "Cluster Nr. 0 : 331\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1090', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 381\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1090', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1090', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1090', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9843400447427293\n",
+ "Reliability : 0.9637210540324728\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9769585253456221\n",
+ "Reliability : 0.9637210540324728\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 332\n",
+ "Cluster Nr. 1 : 366\n",
+ "Result ==>\n",
+ "\t[ 698 4 ]\t1473980508\t1516802909\t['C.4.1092', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 332\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 243\n",
+ "Result ==>\n",
+ "\t[ 698 4 ]\t1473980508\t1516802909\t['C.4.1092', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 698 4 ]\t1473980508\t1516802909\t['C.4.1092', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 4 : 23\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 100\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 698 4 ]\t1473980508\t1516802909\t['C.4.1092', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 332\n",
+ "Cluster Nr. 1 : 366\n",
+ "Result ==>\n",
+ "\t[ 698 4 ]\t1473980508\t1516802909\t['C.4.1092', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 197\n",
+ "Result ==>\n",
+ "\t[ 698 4 ]\t1473980508\t1516802909\t['C.4.1092', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 1 : 23\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 3 : 100\n",
+ "Result ==>\n",
+ "\t[ 698 4 ]\t1473980508\t1516802909\t['C.4.1092', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 135\n",
+ "Cluster Nr. 1 : 23\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 3 : 100\n",
+ "Cluster Nr. 2 : 243\n",
+ "Result ==>\n",
+ "\t[ 698 4 ]\t1473980508\t1516802909\t['C.4.1092', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 515\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1094', 'C.3.278']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 302\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1094', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1094', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1094', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 635\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1094', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 422\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1094', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1094', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 284\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1094', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9713024282560706\n",
+ "Reliability : 0.964783392817491\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9741379310344828\n",
+ "Reliability : 0.964783392817491\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 328\n",
+ "Cluster Nr. 0 : 395\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1096', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 328\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1096', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1096', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 240\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1096', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 328\n",
+ "Cluster Nr. 0 : 395\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1096', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1096', 'C.3.278']\tNone \tSpe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1096', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 236\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 2 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 454\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1098', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 269\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1098', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 56\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1098', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 56\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1098', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 269\n",
+ "Cluster Nr. 0 : 454\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1098', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 0 : 299\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1098', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 56\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1098', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 4 : 24\n",
+ "Cluster Nr. 3 : 56\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1098', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.972972972972973\n",
+ "Reliability : 0.9539072509689047\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9718004338394793\n",
+ "Reliability : 0.9539072509689047\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 372\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1100', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 351\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 129\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1100', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 129\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1100', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 129\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1100', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 372\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1100', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 129\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1100', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 129\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1100', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 216\n",
+ "Cluster Nr. 1 : 227\n",
+ "Cluster Nr. 4 : 16\n",
+ "Cluster Nr. 2 : 129\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1100', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9758241758241758\n",
+ "Reliability : 0.9700454500697039\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9775784753363229\n",
+ "Reliability : 0.9700454500697039\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 515\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1102', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 1 : 302\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1102', 'C.3.278']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 302\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1102', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1102', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 635\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1102', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 422\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1102', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 1 : 302\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1102', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 299\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 392\n",
+ "Cluster Nr. 0 : 331\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1104', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 257\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1104', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1104', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1104', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 392\n",
+ "Cluster Nr. 0 : 331\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1104', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1104', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1104', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7714\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 3 : 257\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 451\n",
+ "Cluster Nr. 0 : 272\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1106', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 0 : 272\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1106', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 134\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1106', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 240\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 134\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1106', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 451\n",
+ "Cluster Nr. 0 : 272\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1106', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 2 : 134\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1106', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 134\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1106', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 222\n",
+ "Cluster Nr. 4 : 18\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 134\n",
+ "Result ==>\n",
+ "\t[ 723 4 ]\t1473980508\t1516802909\t['C.4.1106', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9676724137931034\n",
+ "Reliability : 0.9664617320755301\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9800796812749004\n",
+ "Reliability : 0.9664617320755301\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 422\n",
+ "Cluster Nr. 1 : 320\n",
+ "Result ==>\n",
+ "\t[ 742 4 ]\t1473980508\t1516802909\t['C.4.1108', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 182\n",
+ "Result ==>\n",
+ "\t[ 742 4 ]\t1473980508\t1516802909\t['C.4.1108', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 3 : 104\n",
+ "Result ==>\n",
+ "\t[ 742 4 ]\t1473980508\t1516802909\t['C.4.1108', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 53\n",
+ "Cluster Nr. 4 : 104\n",
+ "Cluster Nr. 3 : 129\n",
+ "Result ==>\n",
+ "\t[ 742 4 ]\t1473980508\t1516802909\t['C.4.1108', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 422\n",
+ "Cluster Nr. 0 : 320\n",
+ "Result ==>\n",
+ "\t[ 742 4 ]\t1473980508\t1516802909\t['C.4.1108', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 473\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 53\n",
+ "Result ==>\n",
+ "\t[ 742 4 ]\t1473980508\t1516802909\t['C.4.1108', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 344\n",
+ "Cluster Nr. 3 : 216\n",
+ "Cluster Nr. 1 : 53\n",
+ "Cluster Nr. 2 : 129\n",
+ "Result ==>\n",
+ "\t[ 742 4 ]\t1473980508\t1516802909\t['C.4.1108', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 53\n",
+ "Cluster Nr. 3 : 104\n",
+ "Cluster Nr. 4 : 129\n",
+ "Result ==>\n",
+ "\t[ 742 4 ]\t1473980508\t1516802909\t['C.4.1108', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 474\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1110', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1110', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1110', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7752\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1110', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 474\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1110', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 2 : 258\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1110', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 336\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1110', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 324\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1110', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9765957446808511\n",
+ "Reliability : 0.9740380952380953\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9819004524886877\n",
+ "Reliability : 0.9740380952380953\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 351\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1112', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 213\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1112', 'C.3.278']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1112', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1112', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 351\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1112', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 381\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1112', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1112', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 351\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1114', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 213\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1114', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1114', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1114', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 351\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1114', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 381\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1114', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 213\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1114', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7790\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 4 : 27\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1114', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9534883720930233\n",
+ "Reliability : 0.94589910162607\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9626373626373627\n",
+ "Reliability : 0.94589910162607\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 451\n",
+ "Cluster Nr. 1 : 231\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1116', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1116', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 208\n",
+ "Cluster Nr. 0 : 135\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1116', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1116', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 451\n",
+ "Cluster Nr. 1 : 231\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1116', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1116', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 208\n",
+ "Cluster Nr. 3 : 135\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1116', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 208\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 4 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1116', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 474\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1118', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1118', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1118', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1118', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 474\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1118', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 381\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1118', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1118', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 4 : 27\n",
+ "Cluster Nr. 3 : 213\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1118', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.971677559912854\n",
+ "Reliability : 0.9452647078508801\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.965034965034965\n",
+ "Reliability : 0.9452647078508801\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 351\n",
+ "Cluster Nr. 0 : 331\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1120', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 2 : 135\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1120', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1120', 'C.3.278']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 216\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1120', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 351\n",
+ "Cluster Nr. 0 : 331\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1120', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1120', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1120', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 210\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1120', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9469026548672567\n",
+ "Reliability : 0.9340337816730684\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9578454332552693\n",
+ "Reliability : 0.9340337816730684\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 392\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1122', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1122', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1122', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1122', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 392\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1122', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 254\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1122', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 254\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1122', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 249\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 4 : 5\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1124', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1124', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 3 : 161\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1124', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1124', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 351\n",
+ "Cluster Nr. 0 : 249\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1124', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 296\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1124', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1124', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 112\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 4 : 23\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1124', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9685393258426966\n",
+ "Reliability : 0.9478290316294891\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9587378640776699\n",
+ "Reliability : 0.9478290316294891\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1126', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 249\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1126', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 161\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1126', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1126', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1126', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 0 : 299\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1126', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1126', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 3 : 161\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 492\n",
+ "Cluster Nr. 1 : 108\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1128', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 108\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1128', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 0 : 108\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1128', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 1 : 93\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1128', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 507\n",
+ "Cluster Nr. 1 : 93\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1128', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 2 : 176\n",
+ "Cluster Nr. 0 : 93\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1128', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 120\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 1 : 176\n",
+ "Cluster Nr. 2 : 93\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1128', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 120\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 93\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1128', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 392\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1130', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1130', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1130', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1130', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 392\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1130', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 255\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1130', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1130', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 252\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1132', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 249\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1132', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1132', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1132', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1132', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 299\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1132', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1132', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 422\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1134', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1134', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1134', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1134', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 422\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1134', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 285\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1134', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 165\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1134', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 165\n",
+ "Cluster Nr. 3 : 255\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 381\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1136', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1136', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1136', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1136', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 381\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1136', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 299\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1136', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 161\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1136', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.7956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 226\n",
+ "Cluster Nr. 1 : 17\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 161\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1136', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9692671394799054\n",
+ "Reliability : 0.9629870455524101\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9767441860465116\n",
+ "Reliability : 0.9629870455524101\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 272\n",
+ "Cluster Nr. 0 : 358\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1138', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 272\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 115\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1138', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 115\n",
+ "Cluster Nr. 3 : 134\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1138', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 115\n",
+ "Cluster Nr. 2 : 134\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1138', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 272\n",
+ "Cluster Nr. 1 : 358\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1138', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 381\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 0 : 134\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1138', 'C.3.278']\tNone \tSpe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 1 : 134\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1138', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 115\n",
+ "Cluster Nr. 2 : 134\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 354\n",
+ "Cluster Nr. 0 : 276\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1140', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 276\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1140', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 115\n",
+ "Cluster Nr. 2 : 161\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1140', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 3 : 115\n",
+ "Cluster Nr. 1 : 161\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1140', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 354\n",
+ "Cluster Nr. 0 : 276\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1140', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 299\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 115\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1140', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 115\n",
+ "Cluster Nr. 0 : 161\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1140', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 115\n",
+ "Cluster Nr. 2 : 161\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 422\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1142', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1142', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 165\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1142', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 165\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1142', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 422\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1142', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 285\n",
+ "Cluster Nr. 0 : 257\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1142', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.7998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.7998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 165\n",
+ "Cluster Nr. 1 : 257\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1142', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 165\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 395\n",
+ "Cluster Nr. 0 : 235\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1144', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 1 : 203\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1144', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 339\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 3 : 56\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1144', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8006\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 3 : 56\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1144', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 395\n",
+ "Cluster Nr. 1 : 235\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1144', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 395\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1144', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 339\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 3 : 56\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1144', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 337\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 372\n",
+ "Cluster Nr. 1 : 258\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1146', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 203\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1146', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 211\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 42\n",
+ "Cluster Nr. 2 : 161\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1146', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 3 : 42\n",
+ "Cluster Nr. 2 : 161\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1146', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 372\n",
+ "Cluster Nr. 0 : 258\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1146', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 203\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1146', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 42\n",
+ "Cluster Nr. 2 : 161\n",
+ "Result ==>\n",
+ "\t[ 630 4 ]\t1473980508\t1516802909\t['C.4.1146', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 210\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 42\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 474\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1148', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1148', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1148', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1148', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 474\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1148', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 258\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1148', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1148', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 4 : 278\n",
+ "Cluster Nr. 1 : 58\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1148', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9217002237136466\n",
+ "Reliability : 0.8798008794390079\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9093078758949881\n",
+ "Reliability : 0.8798008794390079\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.8044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1150', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1150', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1150', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1150', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1150', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 378\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1150', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1150', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 239\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1152', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1152', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1152', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1152', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 328\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1152', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 378\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1152', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 216\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1152', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 238\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 351\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1154', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 213\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1154', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1154', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 4 : 138\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1154', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 0 : 471\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1154', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.8082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1154', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1154', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 4 : 138\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1154', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 474\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1156', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1156', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1156', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1156', 'C.3.278']\tNone \tKMe05 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 474\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1156', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 339\n",
+ "Cluster Nr. 0 : 255\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1156', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 339\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1156', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 1 : 351\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1158', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 331\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 213\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1158', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1158', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1158', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 331\n",
+ "Cluster Nr. 0 : 351\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1158', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 381\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1158', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 682 4 ]\t1473980508\t1516802909\t['C.4.1158', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 347\n",
+ "Cluster Nr. 1 : 342\n",
+ "Result ==>\n",
+ "\t[ 689 4 ]\t1473980508\t1516802909\t['C.4.1160', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 1 : 342\n",
+ "Cluster Nr. 2 : 131\n",
+ "Result ==>\n",
+ "\t[ 689 4 ]\t1473980508\t1516802909\t['C.4.1160', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.8120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 3 : 131\n",
+ "Cluster Nr. 0 : 240\n",
+ "Result ==>\n",
+ "\t[ 689 4 ]\t1473980508\t1516802909\t['C.4.1160', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 0 : 102\n",
+ "Cluster Nr. 3 : 131\n",
+ "Cluster Nr. 2 : 240\n",
+ "Result ==>\n",
+ "\t[ 689 4 ]\t1473980508\t1516802909\t['C.4.1160', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 347\n",
+ "Cluster Nr. 0 : 342\n",
+ "Result ==>\n",
+ "\t[ 689 4 ]\t1473980508\t1516802909\t['C.4.1160', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 2 : 102\n",
+ "Cluster Nr. 0 : 371\n",
+ "Result ==>\n",
+ "\t[ 689 4 ]\t1473980508\t1516802909\t['C.4.1160', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 102\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 2 : 240\n",
+ "Result ==>\n",
+ "\t[ 689 4 ]\t1473980508\t1516802909\t['C.4.1160', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 216\n",
+ "Cluster Nr. 3 : 102\n",
+ "Cluster Nr. 0 : 131\n",
+ "Cluster Nr. 4 : 28\n",
+ "Cluster Nr. 2 : 212\n",
+ "Result ==>\n",
+ "\t[ 689 4 ]\t1473980508\t1516802909\t['C.4.1160', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9522727272727273\n",
+ "Reliability : 0.9447982406908954\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9601873536299765\n",
+ "Reliability : 0.9447982406908954\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 428\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1162', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 291\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1162', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 291\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1162', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 291\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1162', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 428\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1162', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 291\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1162', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 291\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1162', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 290\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 285\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1164', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 1 : 285\n",
+ "Cluster Nr. 0 : 137\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1164', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1164', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 3 : 197\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1164', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 285\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1164', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 0 : 334\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1164', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8158\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 3 : 197\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1164', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 3 : 125\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1164', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.988558352402746\n",
+ "Reliability : 0.9741447703000509\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9818181818181818\n",
+ "Reliability : 0.9741447703000509\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 285\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1166', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 2 : 150\n",
+ "Cluster Nr. 0 : 272\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1166', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 135\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1166', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 3 : 135\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1166', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 285\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1166', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 2 : 150\n",
+ "Cluster Nr. 1 : 272\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1166', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 3 : 135\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1166', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 0 : 412\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1168', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 1 : 230\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1168', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 230\n",
+ "Cluster Nr. 3 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1168', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 182\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 0 : 103\n",
+ "Cluster Nr. 4 : 93\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1168', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 0 : 412\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1168', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 422\n",
+ "Cluster Nr. 1 : 93\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1168', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 285\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 93\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1168', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 4 : 103\n",
+ "Cluster Nr. 2 : 93\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1168', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 428\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1170', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1170', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8196\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 336\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1170', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1170', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 428\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1170', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 336\n",
+ "Cluster Nr. 1 : 212\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1170', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1170', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 335\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 306\n",
+ "Cluster Nr. 1 : 330\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1172', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 276\n",
+ "Cluster Nr. 0 : 272\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1172', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 276\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1172', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 276\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1172', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 306\n",
+ "Cluster Nr. 1 : 330\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1172', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 276\n",
+ "Cluster Nr. 2 : 272\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1172', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 276\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1172', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 266\n",
+ "Cluster Nr. 3 : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 4 : 30\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1172', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9839080459770115\n",
+ "Reliability : 0.9759117890092562\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 0.9797297297297297\n",
+ "Reliability : 0.9759117890092562\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 391\n",
+ "Cluster Nr. 1 : 245\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1174', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 2 : 215\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1174', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 3 : 30\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1174', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 3 : 30\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1174', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 391\n",
+ "Cluster Nr. 0 : 245\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1174', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 215\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1174', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8234\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 3 : 30\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1174', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 206\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 1 : 416\n",
+ "Result ==>\n",
+ "\t[ 655 4 ]\t1473980508\t1516802909\t['C.4.1176', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 2 : 234\n",
+ "Result ==>\n",
+ "\t[ 655 4 ]\t1473980508\t1516802909\t['C.4.1176', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 3 : 30\n",
+ "Result ==>\n",
+ "\t[ 655 4 ]\t1473980508\t1516802909\t['C.4.1176', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 3 : 182\n",
+ "Cluster Nr. 4 : 24\n",
+ "Cluster Nr. 1 : 210\n",
+ "Cluster Nr. 0 : 30\n",
+ "Result ==>\n",
+ "\t[ 655 4 ]\t1473980508\t1516802909\t['C.4.1176', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 1 : 416\n",
+ "Result ==>\n",
+ "\t[ 655 4 ]\t1473980508\t1516802909\t['C.4.1176', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 234\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 655 4 ]\t1473980508\t1516802909\t['C.4.1176', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 3 : 212\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 210\n",
+ "Result ==>\n",
+ "\t[ 655 4 ]\t1473980508\t1516802909\t['C.4.1176', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 4 : 182\n",
+ "Cluster Nr. 1 : 24\n",
+ "Cluster Nr. 2 : 210\n",
+ "Cluster Nr. 3 : 30\n",
+ "Result ==>\n",
+ "\t[ 655 4 ]\t1473980508\t1516802909\t['C.4.1176', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 428\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1178', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 291\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1178', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 291\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1178', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 291\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1178', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 428\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1178', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 257\n",
+ "Cluster Nr. 0 : 291\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1178', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 291\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1178', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 4 : 121\n",
+ "Cluster Nr. 3 : 88\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1178', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8048780487804879\n",
+ "Reliability : 0.7493566498529136\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8153153153153153\n",
+ "Reliability : 0.7493566498529136\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 307\n",
+ "Cluster Nr. 1 : 329\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1180', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 307\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1180', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1180', 'C.3.278']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 3 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1180', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 307\n",
+ "Cluster Nr. 1 : 329\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1180', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 0 : 333\n",
+ "Cluster Nr. 1 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1180', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1180', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 215\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 4 : 148\n",
+ "Cluster Nr. 1 : 93\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1180', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8587962962962963\n",
+ "Reliability : 0.8043453432228569\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8548387096774194\n",
+ "Reliability : 0.8043453432228569\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 285\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1182', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 285\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1182', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 3 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1182', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 182\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 3 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1182', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 351\n",
+ "Cluster Nr. 0 : 285\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1182', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1182', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 1 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1182', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 182\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 130\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 344\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1184', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 344\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1184', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1184', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 3 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1184', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 344\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1184', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 378\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 1 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1184', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1184', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 4 : 34\n",
+ "Cluster Nr. 0 : 207\n",
+ "Cluster Nr. 3 : 103\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1184', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9437939110070258\n",
+ "Reliability : 0.928127120560959\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9423076923076923\n",
+ "Reliability : 0.928127120560959\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 428\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1186', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 1 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1186', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1186', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1186', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 428\n",
+ "Cluster Nr. 0 : 208\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1186', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.8322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 428\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1186', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 2 : 88\n",
+ "Cluster Nr. 3 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1186', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 324\n",
+ "Cluster Nr. 3 : 92\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 1 : 88\n",
+ "Cluster Nr. 2 : 120\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1186', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9817767653758542\n",
+ "Reliability : 0.9712174280624415\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9839449541284404\n",
+ "Reliability : 0.9712174280624415\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 0 : 391\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1188', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 245\n",
+ "Cluster Nr. 1 : 303\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1188', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 2 : 303\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1188', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 2 : 303\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 88\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1188', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 421\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1188', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 333\n",
+ "Cluster Nr. 2 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1188', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 1 : 303\n",
+ "Cluster Nr. 3 : 30\n",
+ "Cluster Nr. 0 : 88\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1188', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 392\n",
+ "Cluster Nr. 0 : 244\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1190', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 210\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 214\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1190', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 210\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 3 : 30\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1190', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 210\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 3 : 30\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1190', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 392\n",
+ "Cluster Nr. 1 : 244\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1190', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 210\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 1 : 214\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1190', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 210\n",
+ "Cluster Nr. 0 : 182\n",
+ "Cluster Nr. 1 : 214\n",
+ "Cluster Nr. 3 : 30\n",
+ "Result ==>\n",
+ "\t[ 636 4 ]\t1473980508\t1516802909\t['C.4.1190', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 427\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1516802909\t['C.4.1192', 'C.3.278']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 245\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 1 : 204\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1516802909\t['C.4.1192', 'C.3.278']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.8360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 210\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 3 : 35\n",
+ "Cluster Nr. 1 : 234\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1516802909\t['C.4.1192', 'C.3.278']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 210\n",
+ "Cluster Nr. 2 : 182\n",
+ "Cluster Nr. 3 : 35\n",
+ "Cluster Nr. 1 : 204\n",
+ "Cluster Nr. 4 : 30\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1516802909\t['C.4.1192', 'C.3.278']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 427\n",
+ "Cluster Nr. 1 : 234\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1516802909\t['C.4.1192', 'C.3.278']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 0 : 212\n",
+ "Cluster Nr. 2 : 204\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1516802909\t['C.4.1192', 'C.3.278']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 210\n",
+ "Cluster Nr. 3 : 212\n",
+ "Cluster Nr. 2 : 35\n",
+ "Cluster Nr. 0 : 204\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1516802909\t['C.4.1192', 'C.3.278']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 210\n",
+ "Cluster Nr. 4 : 182\n",
+ "Cluster Nr. 2 : 35\n",
+ "Cluster Nr. 1 : 204\n",
+ "Cluster Nr. 3 : 30\n",
+ "Result ==>\n",
+ "\t[ 661 4 ]\t1473980508\t1516802909\t['C.4.1192', 'C.3.278']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1194', 'C.4.1192']\tNone \tKMe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1194', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1194', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1194', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 354\n",
+ "Cluster Nr. 0 : 219\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1194', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1194', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1194', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.8386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1194', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 295\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 529 4 ]\t1473980508\t1516802909\t['C.4.1196', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 529 4 ]\t1473980508\t1516802909\t['C.4.1196', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 529 4 ]\t1473980508\t1516802909\t['C.4.1196', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 113\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 529 4 ]\t1473980508\t1516802909\t['C.4.1196', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 295\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 529 4 ]\t1473980508\t1516802909\t['C.4.1196', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 251\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 529 4 ]\t1473980508\t1516802909\t['C.4.1196', 'C.4.1192']\tNone \tSpe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 251\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 529 4 ]\t1473980508\t1516802909\t['C.4.1196', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 4 : 113\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 529 4 ]\t1473980508\t1516802909\t['C.4.1196', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 295\n",
+ "Cluster Nr. 0 : 345\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1198', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 0 : 172\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1198', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 1 : 172\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1198', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1198', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 295\n",
+ "Cluster Nr. 0 : 345\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1198', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 1 : 172\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1198', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 259\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1198', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 4 : 136\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1198', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 344\n",
+ "Cluster Nr. 0 : 355\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1200', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 172\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1200', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 172\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1200', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1200', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 344\n",
+ "Cluster Nr. 1 : 355\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1200', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 318\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 1 : 172\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1200', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 318\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1200', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 135\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 3 : 183\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1200', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 354\n",
+ "Cluster Nr. 0 : 219\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1202', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1202', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1202', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1202', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1202', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 197\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1202', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 197\n",
+ "Cluster Nr. 3 : 219\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1202', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.8450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1202', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 1 : 345\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1204', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1204', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1204', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1204', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 1 : 345\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1204', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1204', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 274\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1204', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 138\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1204', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 437\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1206', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1206', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1206', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1206', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 452\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1206', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1206', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 3 : 175\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1206', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1206', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 296\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1208', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1208', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 3 : 50\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1208', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 50\n",
+ "Cluster Nr. 4 : 15\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1208', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 296\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1208', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1208', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 50\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1208', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 1 : 50\n",
+ "Cluster Nr. 4 : 15\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1208', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 403\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1210', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1210', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1210', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1210', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 465\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1210', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1210', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 3 : 231\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1210', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.8514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 4 : 169\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1210', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1212', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1212', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1212', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1212', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8524\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1212', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1212', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1212', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1212', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 264\n",
+ "Cluster Nr. 1 : 373\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1214', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 264\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 190\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1214', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 126\n",
+ "Cluster Nr. 2 : 190\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1214', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 3 : 126\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1214', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 264\n",
+ "Cluster Nr. 1 : 373\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1214', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 1 : 126\n",
+ "Cluster Nr. 2 : 190\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1214', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 338\n",
+ "Cluster Nr. 3 : 126\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1214', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 138\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 0 : 126\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1214', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 282\n",
+ "Cluster Nr. 0 : 355\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1216', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 282\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 2 : 172\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1216', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 172\n",
+ "Cluster Nr. 0 : 144\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1216', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1216', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 282\n",
+ "Cluster Nr. 1 : 355\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1216', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 2 : 172\n",
+ "Cluster Nr. 1 : 144\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1216', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 321\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1216', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 138\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 144\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1216', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 219\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1218', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1218', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1218', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 277\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1218', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 219\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1218', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 2 : 62\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1218', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1218', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8578\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1218', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 342\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1220', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1220', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1220', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1220', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 357\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1220', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1220', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1220', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1220', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 282\n",
+ "Cluster Nr. 1 : 355\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1222', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 278\n",
+ "Cluster Nr. 2 : 144\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1222', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 278\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 144\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1222', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 0 : 144\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1222', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 282\n",
+ "Cluster Nr. 1 : 355\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1222', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 215\n",
+ "Cluster Nr. 1 : 278\n",
+ "Cluster Nr. 0 : 144\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1222', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 144\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1222', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 4 : 144\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1222', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1224', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1224', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1224', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1224', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 354\n",
+ "Cluster Nr. 0 : 219\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1224', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1224', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 197\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1224', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 135\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1224', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 317\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1226', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1226', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1226', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1226', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 1 : 317\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1226', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 295\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1226', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 295\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1226', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.8642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 135\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1226', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 460\n",
+ "Cluster Nr. 1 : 239\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1228', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 239\n",
+ "Cluster Nr. 2 : 183\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1228', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 126\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1228', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 126\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1228', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 460\n",
+ "Cluster Nr. 1 : 239\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1228', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 2 : 296\n",
+ "Cluster Nr. 1 : 126\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1228', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 425\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 3 : 126\n",
+ "Cluster Nr. 0 : 35\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1228', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 3 : 113\n",
+ "Cluster Nr. 4 : 183\n",
+ "Cluster Nr. 2 : 126\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1228', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 295\n",
+ "Cluster Nr. 0 : 345\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1230', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 172\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1230', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 2 : 172\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1230', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1230', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 295\n",
+ "Cluster Nr. 0 : 345\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1230', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 0 : 172\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1230', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1230', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 4 : 136\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1230', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 480\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1232', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 246\n",
+ "Cluster Nr. 0 : 296\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1232', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 246\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1232', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1232', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 542\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1232', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 246\n",
+ "Cluster Nr. 1 : 296\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1232', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 3 : 296\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1232', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 246\n",
+ "Cluster Nr. 4 : 234\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 699 4 ]\t1473980508\t1516802909\t['C.4.1232', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 295\n",
+ "Cluster Nr. 0 : 345\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1234', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 274\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1234', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1234', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 209\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1234', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 295\n",
+ "Cluster Nr. 1 : 345\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1234', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 274\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1234', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 274\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1234', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.8706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 4 : 136\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1234', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 437\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1236', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1236', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1236', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1236', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 452\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1236', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 2 : 175\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1236', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 3 : 175\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1236', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 3 : 160\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 573 4 ]\t1473980508\t1516802909\t['C.4.1236', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 610 4 ]\t1473980508\t1516802909\t['C.4.1238', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 0 : 194\n",
+ "Result ==>\n",
+ "\t[ 610 4 ]\t1473980508\t1516802909\t['C.4.1238', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 160\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 194\n",
+ "Result ==>\n",
+ "\t[ 610 4 ]\t1473980508\t1516802909\t['C.4.1238', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 135\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 57\n",
+ "Cluster Nr. 3 : 137\n",
+ "Result ==>\n",
+ "\t[ 610 4 ]\t1473980508\t1516802909\t['C.4.1238', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 354\n",
+ "Result ==>\n",
+ "\t[ 610 4 ]\t1473980508\t1516802909\t['C.4.1238', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 295\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 194\n",
+ "Result ==>\n",
+ "\t[ 610 4 ]\t1473980508\t1516802909\t['C.4.1238', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 295\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 57\n",
+ "Cluster Nr. 0 : 137\n",
+ "Result ==>\n",
+ "\t[ 610 4 ]\t1473980508\t1516802909\t['C.4.1238', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 135\n",
+ "Cluster Nr. 2 : 160\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 57\n",
+ "Cluster Nr. 3 : 137\n",
+ "Result ==>\n",
+ "\t[ 610 4 ]\t1473980508\t1516802909\t['C.4.1238', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 403\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1240', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1240', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 1 : 157\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1240', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1240', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 465\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1240', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1240', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1240', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 169\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 622 4 ]\t1473980508\t1516802909\t['C.4.1240', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1242', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1242', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1242', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1242', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 234\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1242', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1242', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 215\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1242', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.8770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 493 4 ]\t1473980508\t1516802909\t['C.4.1242', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 370\n",
+ "Cluster Nr. 1 : 267\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1244', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 1 : 190\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1244', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 190\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1244', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1244', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 370\n",
+ "Cluster Nr. 0 : 267\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1244', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 0 : 190\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1244', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1244', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 136\n",
+ "Cluster Nr. 2 : 234\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 637 4 ]\t1473980508\t1516802909\t['C.4.1244', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 282\n",
+ "Result ==>\n",
+ "\t[ 602 4 ]\t1473980508\t1516802909\t['C.4.1246', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 282\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 602 4 ]\t1473980508\t1516802909\t['C.4.1246', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 110\n",
+ "Result ==>\n",
+ "\t[ 602 4 ]\t1473980508\t1516802909\t['C.4.1246', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 4 : 48\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 602 4 ]\t1473980508\t1516802909\t['C.4.1246', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 320\n",
+ "Cluster Nr. 0 : 282\n",
+ "Result ==>\n",
+ "\t[ 602 4 ]\t1473980508\t1516802909\t['C.4.1246', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 282\n",
+ "Cluster Nr. 0 : 199\n",
+ "Result ==>\n",
+ "\t[ 602 4 ]\t1473980508\t1516802909\t['C.4.1246', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 2 : 110\n",
+ "Result ==>\n",
+ "\t[ 602 4 ]\t1473980508\t1516802909\t['C.4.1246', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 4 : 48\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 602 4 ]\t1473980508\t1516802909\t['C.4.1246', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 219\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1248', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1248', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1248', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1248', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1248', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 2 : 157\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1248', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1248', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 511 4 ]\t1473980508\t1516802909\t['C.4.1248', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 340\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1250', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1250', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1250', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1250', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 340\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1250', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1250', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1250', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.8834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1250', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 340\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1252', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 278\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1252', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 249\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1252', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1252', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 340\n",
+ "Cluster Nr. 1 : 249\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1252', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 278\n",
+ "Cluster Nr. 1 : 234\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1252', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 234\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1252', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 4 : 234\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 589 4 ]\t1473980508\t1516802909\t['C.4.1252', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 335\n",
+ "Cluster Nr. 0 : 219\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1254', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1254', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1254', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1254', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 335\n",
+ "Cluster Nr. 0 : 219\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1254', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1254', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 199\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 35\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1254', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 0 : 35\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1254', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 258\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1256', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1256', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1256', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1256', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 258\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1256', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1256', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1256', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 35\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1256', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 258\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1258', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 172\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1258', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 172\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1258', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1258', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 234\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1258', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 199\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 172\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1258', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 199\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1258', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.8898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 492 4 ]\t1473980508\t1516802909\t['C.4.1258', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 310\n",
+ "Cluster Nr. 0 : 355\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1260', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 310\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 172\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1260', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 0 : 173\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 172\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1260', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 137\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1260', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 310\n",
+ "Cluster Nr. 0 : 355\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1260', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 320\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 172\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1260', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 2 : 173\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1260', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 137\n",
+ "Cluster Nr. 1 : 173\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1260', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 320\n",
+ "Cluster Nr. 0 : 219\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1262', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 139\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1262', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1262', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1262', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1262', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 139\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1262', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 139\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1262', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1262', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 341\n",
+ "Cluster Nr. 0 : 198\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1264', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 184\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1264', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 184\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1264', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 184\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1264', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 341\n",
+ "Cluster Nr. 0 : 198\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1264', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1264', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1264', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 3 : 183\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1264', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1266', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 157\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1266', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1266', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1266', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1266', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1266', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1266', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8962\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1266', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 431\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1268', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1268', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 3 : 198\n",
+ "Cluster Nr. 2 : 157\n",
+ "Cluster Nr. 0 : 62\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1268', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1268', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 493\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1268', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1268', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 233\n",
+ "Cluster Nr. 1 : 260\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1268', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 233\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1268', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 310\n",
+ "Cluster Nr. 0 : 340\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1270', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1270', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1270', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 35\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1270', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 310\n",
+ "Cluster Nr. 1 : 340\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1270', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 260\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1270', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 233\n",
+ "Cluster Nr. 1 : 260\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1270', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 3 : 183\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1270', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 258\n",
+ "Cluster Nr. 0 : 296\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1272', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.8998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.8998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 214\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1272', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1272', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 184\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1272', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 296\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1272', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 214\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1272', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1272', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 4 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 554 4 ]\t1473980508\t1516802909\t['C.4.1272', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 369\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1274', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 172\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1274', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 1 : 172\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1274', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1274', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 369\n",
+ "Cluster Nr. 1 : 234\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1274', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 172\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1274', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 3 : 137\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1274', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.9026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 136\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1274', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1276', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 139\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1276', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 3 : 62\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1276', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1276', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1276', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 139\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1276', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 139\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1276', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1276', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 341\n",
+ "Cluster Nr. 0 : 198\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1278', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 184\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1278', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 184\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1278', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 184\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1278', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 341\n",
+ "Cluster Nr. 0 : 198\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1278', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1278', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1278', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 184\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 539 4 ]\t1473980508\t1516802909\t['C.4.1278', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1280', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 157\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1280', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1280', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 0 : 35\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1280', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1280', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 157\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1280', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1280', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 355 4 ]\t1473980508\t1516802909\t['C.4.1280', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 248\n",
+ "Cluster Nr. 0 : 417\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1282', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 0 : 193\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1282', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 184\n",
+ "Cluster Nr. 0 : 193\n",
+ "Cluster Nr. 3 : 55\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1282', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 3 : 184\n",
+ "Cluster Nr. 4 : 178\n",
+ "Cluster Nr. 0 : 55\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1282', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 248\n",
+ "Cluster Nr. 0 : 417\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1282', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 239\n",
+ "Cluster Nr. 1 : 193\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1282', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 3 : 184\n",
+ "Cluster Nr. 0 : 193\n",
+ "Cluster Nr. 1 : 55\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1282', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.9090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 3 : 178\n",
+ "Cluster Nr. 2 : 55\n",
+ "Cluster Nr. 4 : 15\n",
+ "Result ==>\n",
+ "\t[ 665 4 ]\t1473980508\t1516802909\t['C.4.1282', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 431\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1284', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 260\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1284', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 198\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 2 : 157\n",
+ "Cluster Nr. 1 : 62\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1284', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1284', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 493\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1284', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 260\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 157\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1284', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 260\n",
+ "Cluster Nr. 3 : 233\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1284', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 1 : 35\n",
+ "Result ==>\n",
+ "\t[ 650 4 ]\t1473980508\t1516802909\t['C.4.1284', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 369\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1286', 'C.4.1192']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1286', 'C.4.1192']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 0 : 157\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1286', 'C.4.1192']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 4 : 35\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1286', 'C.4.1192']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 369\n",
+ "Cluster Nr. 1 : 234\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1286', 'C.4.1192']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 2 : 157\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1286', 'C.4.1192']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1286', 'C.4.1192']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 136\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 233\n",
+ "Cluster Nr. 4 : 122\n",
+ "Cluster Nr. 2 : 35\n",
+ "Result ==>\n",
+ "\t[ 603 4 ]\t1473980508\t1516802909\t['C.4.1286', 'C.4.1192']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 335\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1516802909\t['C.4.1288', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1516802909\t['C.4.1288', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1516802909\t['C.4.1288', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1516802909\t['C.4.1288', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 486\n",
+ "Cluster Nr. 0 : 92\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1516802909\t['C.4.1288', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 320\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1516802909\t['C.4.1288', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1516802909\t['C.4.1288', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 3 : 210\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 578 4 ]\t1473980508\t1516802909\t['C.4.1288', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9477806788511749\n",
+ "Reliability : 0.9123012887327346\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9460154241645244\n",
+ "Reliability : 0.9123012887327346\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 0 : 442\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1473980508\t1516802909\t['C.4.1290', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 2 : 320\n",
+ "Cluster Nr. 0 : 122\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1473980508\t1516802909\t['C.4.1290', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 139\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 122\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1473980508\t1516802909\t['C.4.1290', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 122\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1473980508\t1516802909\t['C.4.1290', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 442\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1473980508\t1516802909\t['C.4.1290', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 139\n",
+ "Cluster Nr. 0 : 365\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1473980508\t1516802909\t['C.4.1290', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 139\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 122\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1473980508\t1516802909\t['C.4.1290', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.9154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 3 : 122\n",
+ "Result ==>\n",
+ "\t[ 625 4 ]\t1473980508\t1516802909\t['C.4.1290', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 320\n",
+ "Cluster Nr. 0 : 199\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.4.1292', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.4.1292', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.4.1292', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.4.1292', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.4.1292', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.4.1292', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 229\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.4.1292', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9731903485254692\n",
+ "Reliability : 0.9568137739014552\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9708994708994709\n",
+ "Reliability : 0.9568137739014552\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 212\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 3 : 14\n",
+ "Cluster Nr. 4 : 17\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 519 4 ]\t1473980508\t1516802909\t['C.4.1292', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9417989417989417\n",
+ "Reliability : 0.9065241475166251\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9421052631578948\n",
+ "Reliability : 0.9065241475166251\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 305\n",
+ "Cluster Nr. 0 : 335\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1294', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 305\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1294', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 305\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1294', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 305\n",
+ "Cluster Nr. 1 : 199\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1294', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 441\n",
+ "Cluster Nr. 1 : 199\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1294', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 305\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1294', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 236\n",
+ "Cluster Nr. 0 : 69\n",
+ "Cluster Nr. 1 : 199\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1294', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.88\n",
+ "Reliability : 0.840784073175352\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9022727272727272\n",
+ "Reliability : 0.840784073175352\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 2 : 11\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 258\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1296', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1296', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1296', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1296', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 258\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1296', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 0 : 122\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1296', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1296', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 248\n",
+ "Cluster Nr. 1 : 122\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1516802909\t['C.4.1298', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1516802909\t['C.4.1298', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1516802909\t['C.4.1298', 'C.4.1286']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 4 : 122\n",
+ "Cluster Nr. 3 : 77\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1516802909\t['C.4.1298', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 248\n",
+ "Cluster Nr. 1 : 122\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1516802909\t['C.4.1298', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1516802909\t['C.4.1298', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 168\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 125\n",
+ "Cluster Nr. 2 : 36\n",
+ "Cluster Nr. 0 : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 3 : 77\n",
+ "Result ==>\n",
+ "\t[ 370 4 ]\t1473980508\t1516802909\t['C.4.1298', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8811188811188811\n",
+ "Reliability : 0.8188609672400197\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8776223776223776\n",
+ "Reliability : 0.8188609672400197\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 291\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1300', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 169\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1300', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1300', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1300', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 369\n",
+ "Cluster Nr. 0 : 122\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1300', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1300', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 25\n",
+ "Cluster Nr. 3 : 144\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1300', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9549295774647887\n",
+ "Reliability : 0.9240940027298303\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9554317548746518\n",
+ "Reliability : 0.9240940027298303\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 4 : 70\n",
+ "Cluster Nr. 2 : 96\n",
+ "Cluster Nr. 3 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 0 : 276\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1302', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 215\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1302', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1302', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9234\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1302', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 369\n",
+ "Cluster Nr. 0 : 122\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1302', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 215\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1302', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1302', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 2 : 122\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 1 : 442\n",
+ "Result ==>\n",
+ "\t[ 598 4 ]\t1473980508\t1516802909\t['C.4.1304', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 2 : 122\n",
+ "Result ==>\n",
+ "\t[ 598 4 ]\t1473980508\t1516802909\t['C.4.1304', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 110\n",
+ "Cluster Nr. 0 : 122\n",
+ "Result ==>\n",
+ "\t[ 598 4 ]\t1473980508\t1516802909\t['C.4.1304', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 2 : 122\n",
+ "Result ==>\n",
+ "\t[ 598 4 ]\t1473980508\t1516802909\t['C.4.1304', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 0 : 442\n",
+ "Result ==>\n",
+ "\t[ 598 4 ]\t1473980508\t1516802909\t['C.4.1304', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 353\n",
+ "Cluster Nr. 1 : 122\n",
+ "Result ==>\n",
+ "\t[ 598 4 ]\t1473980508\t1516802909\t['C.4.1304', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 110\n",
+ "Cluster Nr. 3 : 122\n",
+ "Result ==>\n",
+ "\t[ 598 4 ]\t1473980508\t1516802909\t['C.4.1304', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 4 : 122\n",
+ "Result ==>\n",
+ "\t[ 598 4 ]\t1473980508\t1516802909\t['C.4.1304', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 278\n",
+ "Cluster Nr. 1 : 213\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1306', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 278\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1306', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 278\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1306', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 278\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1306', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 414\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1306', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 278\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1306', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 194\n",
+ "Cluster Nr. 3 : 84\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1306', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8319088319088319\n",
+ "Reliability : 0.7411869644965954\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8415300546448088\n",
+ "Reliability : 0.7411869644965954\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 4 : 35\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 258\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1308', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1308', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1308', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1308', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 336\n",
+ "Cluster Nr. 1 : 122\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1308', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1308', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 13\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1308', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9702380952380952\n",
+ "Reliability : 0.9569232440654027\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.972972972972973\n",
+ "Reliability : 0.9569232440654027\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 108\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 4 : 13\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1308', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9436201780415431\n",
+ "Reliability : 0.9084329598456012\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9450867052023122\n",
+ "Reliability : 0.9084329598456012\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 258\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1310', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1310', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1310', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 3 : 77\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1310', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 0 : 258\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1310', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 213\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1310', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1310', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 4 : 76\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 3 : 60\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1310', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8768768768768769\n",
+ "Reliability : 0.8302264883787094\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8704819277108434\n",
+ "Reliability : 0.8302264883787094\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9302\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 275\n",
+ "Result ==>\n",
+ "\t[ 397 4 ]\t1473980508\t1516802909\t['C.4.1312', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 397 4 ]\t1473980508\t1516802909\t['C.4.1312', 'C.4.1286']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 397 4 ]\t1473980508\t1516802909\t['C.4.1312', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 122\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 3 : 77\n",
+ "Result ==>\n",
+ "\t[ 397 4 ]\t1473980508\t1516802909\t['C.4.1312', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 275\n",
+ "Result ==>\n",
+ "\t[ 397 4 ]\t1473980508\t1516802909\t['C.4.1312', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 397 4 ]\t1473980508\t1516802909\t['C.4.1312', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 2 : 27\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 397 4 ]\t1473980508\t1516802909\t['C.4.1312', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9333333333333333\n",
+ "Reliability : 0.8956309378153227\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9335548172757475\n",
+ "Reliability : 0.8956309378153227\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1516802909\t['C.4.1314', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1516802909\t['C.4.1314', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1516802909\t['C.4.1314', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 4 : 243\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1516802909\t['C.4.1314', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 320\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1516802909\t['C.4.1314', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1516802909\t['C.4.1314', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 3 : 20\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 563 4 ]\t1473980508\t1516802909\t['C.4.1314', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9650537634408602\n",
+ "Reliability : 0.943067377860548\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9667519181585678\n",
+ "Reliability : 0.943067377860548\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9330\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 237\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 139\n",
+ "Result ==>\n",
+ "\t[ 382 4 ]\t1473980508\t1516802909\t['C.4.1316', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 139\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 382 4 ]\t1473980508\t1516802909\t['C.4.1316', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Result ==>\n",
+ "\t[ 382 4 ]\t1473980508\t1516802909\t['C.4.1316', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 382 4 ]\t1473980508\t1516802909\t['C.4.1316', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 139\n",
+ "Result ==>\n",
+ "\t[ 382 4 ]\t1473980508\t1516802909\t['C.4.1316', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 198\n",
+ "Result ==>\n",
+ "\t[ 382 4 ]\t1473980508\t1516802909\t['C.4.1316', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 77\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 382 4 ]\t1473980508\t1516802909\t['C.4.1316', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 4 : 88\n",
+ "Cluster Nr. 3 : 77\n",
+ "Result ==>\n",
+ "\t[ 382 4 ]\t1473980508\t1516802909\t['C.4.1316', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9228187919463087\n",
+ "Reliability : 0.8856274614011419\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9136212624584718\n",
+ "Reliability : 0.8856274614011419\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 335 4 ]\t1473980508\t1516802909\t['C.4.1318', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 92\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 335 4 ]\t1473980508\t1516802909\t['C.4.1318', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 335 4 ]\t1473980508\t1516802909\t['C.4.1318', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 335 4 ]\t1473980508\t1516802909\t['C.4.1318', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 92\n",
+ "Result ==>\n",
+ "\t[ 335 4 ]\t1473980508\t1516802909\t['C.4.1318', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 335 4 ]\t1473980508\t1516802909\t['C.4.1318', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 335 4 ]\t1473980508\t1516802909\t['C.4.1318', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 4 : 44\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 335 4 ]\t1473980508\t1516802909\t['C.4.1318', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8777777777777778\n",
+ "Reliability : 0.8180761909470717\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.872093023255814\n",
+ "Reliability : 0.8180761909470717\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 275\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1516802909\t['C.4.1320', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1516802909\t['C.4.1320', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1516802909\t['C.4.1320', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 243\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 3 : 77\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1516802909\t['C.4.1320', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 275\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1516802909\t['C.4.1320', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1516802909\t['C.4.1320', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 74\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 518 4 ]\t1473980508\t1516802909\t['C.4.1320', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8405405405405405\n",
+ "Reliability : 0.7865218021473248\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.860655737704918\n",
+ "Reliability : 0.7865218021473248\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 206\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 258\n",
+ "Cluster Nr. 0 : 198\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1322', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1322', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1322', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1322', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 334\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1322', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 456 4 ]\t1473980508\t1516802909\t['C.4.1322', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 129\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 122\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 87\n",
+ "Cluster Nr. 3 : 47\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 379\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1324', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1324', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 199\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1324', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 199\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 136\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1324', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 379\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1324', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 335\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1324', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1324', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 85\n",
+ "Cluster Nr. 4 : 51\n",
+ "Result ==>\n",
+ "\t[ 640 4 ]\t1473980508\t1516802909\t['C.4.1324', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.916267942583732\n",
+ "Reliability : 0.8891588826337191\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9174757281553398\n",
+ "Reliability : 0.8891588826337191\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 380\n",
+ "Cluster Nr. 0 : 204\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1326', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 204\n",
+ "Cluster Nr. 0 : 137\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1326', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 127\n",
+ "Cluster Nr. 0 : 137\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1326', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1326', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 457\n",
+ "Cluster Nr. 1 : 127\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1326', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 320\n",
+ "Cluster Nr. 0 : 127\n",
+ "Cluster Nr. 2 : 137\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1326', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 2 : 127\n",
+ "Cluster Nr. 0 : 137\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1326', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 4 : 77\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 1 : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1326', 'C.4.1286']\tNone \tSpe05 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 379\n",
+ "Cluster Nr. 1 : 236\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1328', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 302\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1328', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 302\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1328', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 302\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1328', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 379\n",
+ "Cluster Nr. 1 : 236\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1328', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1328', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 3 : 16\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1328', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9835294117647059\n",
+ "Reliability : 0.957270751847023\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9738095238095238\n",
+ "Reliability : 0.957270751847023\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 269\n",
+ "Cluster Nr. 0 : 22\n",
+ "Cluster Nr. 4 : 11\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1328', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9522673031026253\n",
+ "Reliability : 0.9136859220604541\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9540229885057471\n",
+ "Reliability : 0.9136859220604541\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 303\n",
+ "Cluster Nr. 0 : 290\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1330', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 303\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1330', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 303\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1330', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 303\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1330', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 424\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1330', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 303\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1330', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 281\n",
+ "Cluster Nr. 3 : 22\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1330', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9616306954436451\n",
+ "Reliability : 0.9415633321677381\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9635922330097088\n",
+ "Reliability : 0.9415633321677381\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 272\n",
+ "Cluster Nr. 4 : 30\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 362\n",
+ "Cluster Nr. 1 : 253\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1332', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 253\n",
+ "Cluster Nr. 0 : 122\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1332', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 191\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1332', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 2 : 191\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1332', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 362\n",
+ "Cluster Nr. 1 : 253\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1332', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 431\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 122\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1332', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 191\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1332', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 230\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 3 : 122\n",
+ "Cluster Nr. 0 : 191\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1332', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9861111111111112\n",
+ "Reliability : 0.9770508578385605\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9854014598540146\n",
+ "Reliability : 0.9770508578385605\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 476\n",
+ "Cluster Nr. 1 : 231\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1334', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 236\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1334', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 169\n",
+ "Cluster Nr. 0 : 236\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1334', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 62\n",
+ "Cluster Nr. 3 : 169\n",
+ "Cluster Nr. 2 : 236\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1334', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 476\n",
+ "Cluster Nr. 1 : 231\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1334', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 409\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 236\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1334', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 169\n",
+ "Cluster Nr. 0 : 236\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1334', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 237\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 379\n",
+ "Cluster Nr. 1 : 236\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1336', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1336', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1336', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1336', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 379\n",
+ "Cluster Nr. 0 : 236\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1336', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 302\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 615 4 ]\t1473980508\t1516802909\t['C.4.1336', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 296\n",
+ "Cluster Nr. 3 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 291\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 409\n",
+ "Cluster Nr. 1 : 298\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1338', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 298\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1338', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 1 : 298\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1338', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 240\n",
+ "Cluster Nr. 4 : 298\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1338', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 538\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1338', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 1 : 298\n",
+ "Cluster Nr. 2 : 169\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1338', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 227\n",
+ "Cluster Nr. 1 : 13\n",
+ "Cluster Nr. 2 : 298\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 707 4 ]\t1473980508\t1516802909\t['C.4.1338', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9834368530020704\n",
+ "Reliability : 0.9719916015973432\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9861111111111112\n",
+ "Reliability : 0.9719916015973432\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 234\n",
+ "Cluster Nr. 1 : 298\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 3 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 362\n",
+ "Cluster Nr. 1 : 231\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1340', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1340', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 3 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1340', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1340', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 362\n",
+ "Cluster Nr. 1 : 231\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1340', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 290\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1340', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 3 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1340', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9518\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 151\n",
+ "Cluster Nr. 4 : 90\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 593 4 ]\t1473980508\t1516802909\t['C.4.1340', 'C.4.1286']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8540145985401459\n",
+ "Reliability : 0.7981352351965839\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8621553884711779\n",
+ "Reliability : 0.7981352351965839\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 291\n",
+ "Cluster Nr. 0 : 321\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1342', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 291\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1342', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 291\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1342', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9524\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 291\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1342', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 291\n",
+ "Cluster Nr. 0 : 321\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1342', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 291\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1342', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 284\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 203\n",
+ "Cluster Nr. 1 : 86\n",
+ "Cluster Nr. 3 : 244\n",
+ "Cluster Nr. 2 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 123\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1344', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1344', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1344', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 121\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1344', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1344', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1344', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.9542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 111\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 10\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1344', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9689922480620154\n",
+ "Reliability : 0.9532130448746022\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9660377358490566\n",
+ "Reliability : 0.9532130448746022\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 336\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1346', 'C.4.1286']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 92\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1346', 'C.4.1286']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1346', 'C.4.1286']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1346', 'C.4.1286']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 487\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1346', 'C.4.1286']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1346', 'C.4.1286']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1346', 'C.4.1286']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 310\n",
+ "Result ==>\n",
+ "\t[ 446 4 ]\t1473980508\t1516802909\t['C.4.1348', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 446 4 ]\t1473980508\t1516802909\t['C.4.1348', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 446 4 ]\t1473980508\t1516802909\t['C.4.1348', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 446 4 ]\t1473980508\t1516802909\t['C.4.1348', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 310\n",
+ "Result ==>\n",
+ "\t[ 446 4 ]\t1473980508\t1516802909\t['C.4.1348', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 446 4 ]\t1473980508\t1516802909\t['C.4.1348', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 48\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 446 4 ]\t1473980508\t1516802909\t['C.4.1348', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 4 : 154\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 446 4 ]\t1473980508\t1516802909\t['C.4.1348', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 0 : 186\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1350', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1350', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1350', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9580\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1350', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 448\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1350', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 277\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1350', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 277\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1350', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 269\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 171\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1352', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1352', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1352', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1352', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 171\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1352', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1352', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1352', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 0 : 106\n",
+ "Cluster Nr. 4 : 32\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1352', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.930635838150289\n",
+ "Reliability : 0.9019555885314537\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9258160237388724\n",
+ "Reliability : 0.9019555885314537\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9604\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 0 : 382\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1354', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1354', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1354', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 136\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1354', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 382\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1354', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 171\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1354', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1354', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9618\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 136\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 446\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1356', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1356', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 119\n",
+ "Cluster Nr. 0 : 83\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1356', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 119\n",
+ "Cluster Nr. 4 : 35\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1356', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 446\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1356', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1356', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 119\n",
+ "Cluster Nr. 1 : 83\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1356', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 119\n",
+ "Cluster Nr. 2 : 35\n",
+ "Cluster Nr. 4 : 48\n",
+ "Cluster Nr. 0 : 154\n",
+ "Result ==>\n",
+ "\t[ 600 4 ]\t1473980508\t1516802909\t['C.4.1356', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 198\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1358', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1358', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1358', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1358', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1358', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 156\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1358', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1358', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1358', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9659863945578231\n",
+ "Reliability : 0.9379838438236284\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9623287671232876\n",
+ "Reliability : 0.9379838438236284\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 92\n",
+ "Result ==>\n",
+ "\t[ 336 4 ]\t1473980508\t1516802909\t['C.4.1360', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 336 4 ]\t1473980508\t1516802909\t['C.4.1360', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 336 4 ]\t1473980508\t1516802909\t['C.4.1360', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 336 4 ]\t1473980508\t1516802909\t['C.4.1360', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 336 4 ]\t1473980508\t1516802909\t['C.4.1360', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 92\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 336 4 ]\t1473980508\t1516802909\t['C.4.1360', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 336 4 ]\t1473980508\t1516802909\t['C.4.1360', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 109\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 336 4 ]\t1473980508\t1516802909\t['C.4.1360', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9598540145985401\n",
+ "Reliability : 0.9402386889918062\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.955719557195572\n",
+ "Reliability : 0.9402386889918062\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 259\n",
+ "Cluster Nr. 0 : 231\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1362', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1362', 'C.4.1346']\tNone \tKMe03 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1362', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 136\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1362', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 231\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1362', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1362', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 136\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1362', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 83\n",
+ "Cluster Nr. 4 : 40\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 136\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1362', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9297752808988764\n",
+ "Reliability : 0.8917933130699088\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9183098591549296\n",
+ "Reliability : 0.8917933130699088\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 321\n",
+ "Result ==>\n",
+ "\t[ 564 4 ]\t1473980508\t1516802909\t['C.4.1364', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 244\n",
+ "Result ==>\n",
+ "\t[ 564 4 ]\t1473980508\t1516802909\t['C.4.1364', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 564 4 ]\t1473980508\t1516802909\t['C.4.1364', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 564 4 ]\t1473980508\t1516802909\t['C.4.1364', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 487\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 564 4 ]\t1473980508\t1516802909\t['C.4.1364', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 306\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 564 4 ]\t1473980508\t1516802909\t['C.4.1364', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 243\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 564 4 ]\t1473980508\t1516802909\t['C.4.1364', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 215\n",
+ "Cluster Nr. 0 : 29\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 564 4 ]\t1473980508\t1516802909\t['C.4.1364', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9523809523809523\n",
+ "Reliability : 0.919140513860884\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9467005076142132\n",
+ "Reliability : 0.919140513860884\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 198\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1366', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1366', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1366', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1366', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 475\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1366', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1366', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 198\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1366', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 230\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1366', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9777158774373259\n",
+ "Reliability : 0.9521985993694373\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9799426934097422\n",
+ "Reliability : 0.9521985993694373\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 0 : 321\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1368', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1368', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9718\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1368', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 155\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1368', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 0 : 321\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1368', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 170\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1368', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1368', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 3 : 183\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 4 : 6\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 259\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1370', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1370', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1370', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 137\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1370', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 199\n",
+ "Cluster Nr. 1 : 259\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1370', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 200\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1370', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1370', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 4 : 74\n",
+ "Cluster Nr. 0 : 64\n",
+ "Result ==>\n",
+ "\t[ 458 4 ]\t1473980508\t1516802909\t['C.4.1370', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8641618497109826\n",
+ "Reliability : 0.8172854914196568\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8645533141210374\n",
+ "Reliability : 0.8172854914196568\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 1 : 292\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1372', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1372', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1372', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1372', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 533\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1372', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 256\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1372', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 3 : 244\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1372', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9758\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 3 : 239\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 394\n",
+ "Cluster Nr. 1 : 219\n",
+ "Result ==>\n",
+ "\t[ 613 4 ]\t1473980508\t1516802909\t['C.4.1374', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 0 : 244\n",
+ "Result ==>\n",
+ "\t[ 613 4 ]\t1473980508\t1516802909\t['C.4.1374', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 613 4 ]\t1473980508\t1516802909\t['C.4.1374', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 613 4 ]\t1473980508\t1516802909\t['C.4.1374', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 463\n",
+ "Result ==>\n",
+ "\t[ 613 4 ]\t1473980508\t1516802909\t['C.4.1374', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 150\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 1 : 244\n",
+ "Result ==>\n",
+ "\t[ 613 4 ]\t1473980508\t1516802909\t['C.4.1374', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 219\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 15\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 613 4 ]\t1473980508\t1516802909\t['C.4.1374', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 219\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 364\n",
+ "Cluster Nr. 1 : 146\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1516802909\t['C.4.1376', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 146\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1516802909\t['C.4.1376', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 131\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1516802909\t['C.4.1376', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 131\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1516802909\t['C.4.1376', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 364\n",
+ "Cluster Nr. 1 : 146\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1516802909\t['C.4.1376', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 146\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1516802909\t['C.4.1376', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 131\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1516802909\t['C.4.1376', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 113\n",
+ "Cluster Nr. 2 : 130\n",
+ "Cluster Nr. 3 : 131\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 510 4 ]\t1473980508\t1516802909\t['C.4.1376', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7823691460055097\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7835616438356164\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 462\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 631 4 ]\t1473980508\t1516802909\t['C.4.1378', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 219\n",
+ "Cluster Nr. 2 : 169\n",
+ "Result ==>\n",
+ "\t[ 631 4 ]\t1473980508\t1516802909\t['C.4.1378', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 631 4 ]\t1473980508\t1516802909\t['C.4.1378', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 631 4 ]\t1473980508\t1516802909\t['C.4.1378', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 462\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 631 4 ]\t1473980508\t1516802909\t['C.4.1378', 'C.4.1346']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 219\n",
+ "Cluster Nr. 2 : 169\n",
+ "Result ==>\n",
+ "\t[ 631 4 ]\t1473980508\t1516802909\t['C.4.1378', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 219\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 631 4 ]\t1473980508\t1516802909\t['C.4.1378', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 2 : 219\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 1 : 292\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1380', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1380', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1380', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1380', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 533\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1380', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 2 : 277\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1380', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 3 : 244\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1380', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 4 : 243\n",
+ "Cluster Nr. 3 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 379\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1382', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1382', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1382', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1382', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 379\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1382', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1382', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 548 4 ]\t1473980508\t1516802909\t['C.4.1382', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 255\n",
+ "Cluster Nr. 4 : 123\n",
+ "Cluster Nr. 2 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 485\n",
+ "Cluster Nr. 1 : 161\n",
+ "Result ==>\n",
+ "\t[ 646 4 ]\t1473980508\t1516802909\t['C.4.1384', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 1 : 161\n",
+ "Cluster Nr. 2 : 244\n",
+ "Result ==>\n",
+ "\t[ 646 4 ]\t1473980508\t1516802909\t['C.4.1384', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 113\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 646 4 ]\t1473980508\t1516802909\t['C.4.1384', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 113\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 646 4 ]\t1473980508\t1516802909\t['C.4.1384', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 533\n",
+ "Cluster Nr. 0 : 113\n",
+ "Result ==>\n",
+ "\t[ 646 4 ]\t1473980508\t1516802909\t['C.4.1384', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 113\n",
+ "Cluster Nr. 0 : 292\n",
+ "Result ==>\n",
+ "\t[ 646 4 ]\t1473980508\t1516802909\t['C.4.1384', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 1 : 113\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 646 4 ]\t1473980508\t1516802909\t['C.4.1384', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 1 : 113\n",
+ "Cluster Nr. 0 : 239\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 171\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1386', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1386', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1386', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1386', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1386', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1386', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1386', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9856\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 197\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 0 : 321\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1388', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1388', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1388', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1388', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 0 : 321\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1388', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1388', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1388', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 4 : 75\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1388', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9118457300275482\n",
+ "Reliability : 0.8589489608471708\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9020172910662824\n",
+ "Reliability : 0.8589489608471708\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 77\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1390', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1390', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1390', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1390', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 77\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1390', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1390', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1390', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 0 : 82\n",
+ "Cluster Nr. 4 : 41\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 321 4 ]\t1473980508\t1516802909\t['C.4.1390', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8692307692307693\n",
+ "Reliability : 0.8209850894699916\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8615384615384616\n",
+ "Reliability : 0.8209850894699916\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 306\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.4.1392', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.4.1392', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 77\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.4.1392', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 62\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.4.1392', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 306\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.4.1392', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 185\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.4.1392', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.4.1392', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 123\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 442 4 ]\t1473980508\t1516802909\t['C.4.1392', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 248\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1394', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1394', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1394', 'C.4.1346']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 200\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1394', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 476\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1394', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1394', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 200\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1394', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 1 : 200\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 1 : 170\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1396', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 170\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1396', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1396', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1396', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 321\n",
+ "Cluster Nr. 0 : 170\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1396', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 0 : 170\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1396', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1396', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 3 : 110\n",
+ "Cluster Nr. 4 : 28\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 491 4 ]\t1473980508\t1516802909\t['C.4.1396', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9408450704225352\n",
+ "Reliability : 0.9181379269237647\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9484240687679083\n",
+ "Reliability : 0.9181379269237647\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9934\n",
+ "('T', 'Sigma') \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 1 : 428\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1398', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 184\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1398', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1398', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1398', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 476\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1398', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 2 : 233\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1398', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1398', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 2 : 240\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 340\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1400', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1400', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1400', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1400', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 569\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1400', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 325\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1400', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 292\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1400', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 4 : 21\n",
+ "Cluster Nr. 3 : 271\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1400', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9565217391304348\n",
+ "Reliability : 0.9389928480210701\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9711286089238845\n",
+ "Reliability : 0.9389928480210701\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 307 4 ]\t1473980508\t1516802909\t['C.4.1402', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 307 4 ]\t1473980508\t1516802909\t['C.4.1402', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 307 4 ]\t1473980508\t1516802909\t['C.4.1402', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 48\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 307 4 ]\t1473980508\t1516802909\t['C.4.1402', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.9972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 307 4 ]\t1473980508\t1516802909\t['C.4.1402', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 307 4 ]\t1473980508\t1516802909\t['C.4.1402', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 48\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 307 4 ]\t1473980508\t1516802909\t['C.4.1402', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 292\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1404', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1404', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1404', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 244\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1404', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 521\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1404', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 277\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1404', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 244\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1404', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 227\n",
+ "Cluster Nr. 4 : 17\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1404', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9657894736842105\n",
+ "Reliability : 0.9467362145178702\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9739583333333334\n",
+ "Reliability : 0.9467362145178702\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9994\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9994\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 96\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1406', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9996\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9996\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 96\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1406', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.9998\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.9998\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1406', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10000\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10000\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 0 : 48\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1406', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10002\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10002\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1406', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10004\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10004\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1406', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10006\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10006\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 48\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1406', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10008\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10008\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 113\n",
+ "Cluster Nr. 4 : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 48\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1406', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9776951672862454\n",
+ "Reliability : 0.9587995437003957\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9730769230769231\n",
+ "Reliability : 0.9587995437003957\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10010\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10010\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 186\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1408', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10012\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10012\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1408', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10014\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10014\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1408', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10016\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10016\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1408', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10018\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10018\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 448\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1408', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10020\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10020\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1408', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10022\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10022\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1408', 'C.4.1346']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10024\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10024\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 124\n",
+ "Cluster Nr. 3 : 153\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1408', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7587209302325582\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.71671388101983\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 382\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1410', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10026\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10026\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1410', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10028\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10028\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1410', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10030\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10030\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1410', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10032\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10032\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 382\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1410', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10034\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10034\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1410', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10036\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10036\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1410', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10038\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10038\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 216\n",
+ "Cluster Nr. 4 : 28\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1410', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9533678756476683\n",
+ "Reliability : 0.9257228218966846\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9538043478260869\n",
+ "Reliability : 0.9257228218966846\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10040\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10040\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 382\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1412', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10042\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10042\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1412', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10044\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10044\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1412', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10046\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10046\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1412', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10048\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10048\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 382\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1412', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10050\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10050\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 171\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1412', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10052\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10052\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1412', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10054\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10054\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 181\n",
+ "Cluster Nr. 4 : 63\n",
+ "Cluster Nr. 0 : 136\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 551 4 ]\t1473980508\t1516802909\t['C.4.1412', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8961038961038961\n",
+ "Reliability : 0.8415092528910286\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9078947368421053\n",
+ "Reliability : 0.8415092528910286\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10056\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10056\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 171\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1414', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10058\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10058\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1414', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10060\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10060\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1414', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10062\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10062\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1414', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10064\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10064\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1414', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10066\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10066\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1414', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10068\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10068\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1414', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10070\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10070\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 10\n",
+ "Cluster Nr. 4 : 188\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 369 4 ]\t1473980508\t1516802909\t['C.4.1414', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.972972972972973\n",
+ "Reliability : 0.955302993547135\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9753521126760564\n",
+ "Reliability : 0.955302993547135\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10072\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10072\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 336\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1416', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10074\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10074\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 2 : 92\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1416', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10076\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10076\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1416', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10078\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10078\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1416', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10080\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10080\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 487\n",
+ "Cluster Nr. 1 : 92\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1416', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10082\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10082\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 321\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1416', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10084\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10084\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 244\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1416', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10086\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10086\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 217\n",
+ "Cluster Nr. 4 : 27\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1416', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9526184538653366\n",
+ "Reliability : 0.9279295698937134\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9522613065326633\n",
+ "Reliability : 0.9279295698937134\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10088\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10088\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 354\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 597 4 ]\t1473980508\t1516802909\t['C.4.1418', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10090\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10090\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 597 4 ]\t1473980508\t1516802909\t['C.4.1418', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10092\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10092\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 597 4 ]\t1473980508\t1516802909\t['C.4.1418', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10094\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10094\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 597 4 ]\t1473980508\t1516802909\t['C.4.1418', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10096\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10096\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 428\n",
+ "Result ==>\n",
+ "\t[ 597 4 ]\t1473980508\t1516802909\t['C.4.1418', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10098\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10098\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 185\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 597 4 ]\t1473980508\t1516802909\t['C.4.1418', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10100\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10100\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 3 : 185\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 597 4 ]\t1473980508\t1516802909\t['C.4.1418', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10102\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10102\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 4 : 64\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 597 4 ]\t1473980508\t1516802909\t['C.4.1418', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9007263922518159\n",
+ "Reliability : 0.8466741101909344\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8979591836734694\n",
+ "Reliability : 0.8466741101909344\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10104\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10104\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 339\n",
+ "Result ==>\n",
+ "\t[ 475 4 ]\t1473980508\t1516802909\t['C.4.1420', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10106\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10106\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 156\n",
+ "Result ==>\n",
+ "\t[ 475 4 ]\t1473980508\t1516802909\t['C.4.1420', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10108\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10108\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 475 4 ]\t1473980508\t1516802909\t['C.4.1420', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10110\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10110\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 475 4 ]\t1473980508\t1516802909\t['C.4.1420', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10112\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10112\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 0 : 339\n",
+ "Result ==>\n",
+ "\t[ 475 4 ]\t1473980508\t1516802909\t['C.4.1420', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10114\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10114\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 136\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 156\n",
+ "Result ==>\n",
+ "\t[ 475 4 ]\t1473980508\t1516802909\t['C.4.1420', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10116\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10116\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 475 4 ]\t1473980508\t1516802909\t['C.4.1420', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10118\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10118\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 4 : 123\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 475 4 ]\t1473980508\t1516802909\t['C.4.1420', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10120\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10120\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 292\n",
+ "Cluster Nr. 1 : 198\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1422', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10122\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10122\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1422', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10124\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10124\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1422', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10126\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10126\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1422', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10128\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10128\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 475\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1422', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10130\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10130\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1422', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10132\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10132\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 198\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1422', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10134\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10134\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 231\n",
+ "Cluster Nr. 0 : 198\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 490 4 ]\t1473980508\t1516802909\t['C.4.1422', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9745042492917847\n",
+ "Reliability : 0.9555415049586575\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9710144927536232\n",
+ "Reliability : 0.9555415049586575\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10136\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10136\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 381\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1424', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10138\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10138\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1424', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10140\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10140\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 183\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1424', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10142\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10142\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 183\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1424', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10144\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10144\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 198\n",
+ "Cluster Nr. 0 : 381\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1424', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10146\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10146\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 198\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1424', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10148\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10148\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1424', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10150\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10150\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 183\n",
+ "Cluster Nr. 1 : 187\n",
+ "Cluster Nr. 4 : 56\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 579 4 ]\t1473980508\t1516802909\t['C.4.1424', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9198966408268734\n",
+ "Reliability : 0.8624221782447319\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9021164021164021\n",
+ "Reliability : 0.8624221782447319\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10152\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10152\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 427\n",
+ "Cluster Nr. 1 : 185\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1426', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10154\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10154\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 1 : 185\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1426', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10156\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10156\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1426', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10158\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10158\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 183\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1426', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10160\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10160\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 475\n",
+ "Cluster Nr. 0 : 137\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1426', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10162\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10162\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 292\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 2 : 137\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1426', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10164\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10164\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 183\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 612 4 ]\t1473980508\t1516802909\t['C.4.1426', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10166\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10166\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 3 : 183\n",
+ "Cluster Nr. 4 : 2\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 1 : 336\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1428', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10168\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10168\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 220\n",
+ "Cluster Nr. 2 : 288\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1428', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10170\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10170\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 1 : 288\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1428', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10172\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10172\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 220\n",
+ "Cluster Nr. 0 : 288\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1428', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10174\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10174\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 541\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1428', 'C.4.1346']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10176\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10176\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 0 : 321\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1428', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10178\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10178\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 220\n",
+ "Cluster Nr. 0 : 288\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1428', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10180\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10180\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 220\n",
+ "Cluster Nr. 4 : 55\n",
+ "Cluster Nr. 0 : 233\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1428', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8934010152284264\n",
+ "Reliability : 0.8398762090191321\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9002493765586035\n",
+ "Reliability : 0.8398762090191321\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10182\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10182\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 388\n",
+ "Cluster Nr. 1 : 286\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1430', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10184\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10184\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 1 : 286\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1430', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10186\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10186\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 1 : 132\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1430', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10188\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10188\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 1 : 286\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1430', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10190\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10190\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 527\n",
+ "Cluster Nr. 1 : 147\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1430', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10192\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10192\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 1 : 286\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1430', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10194\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10194\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 241\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1430', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10196\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10196\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 3 : 132\n",
+ "Cluster Nr. 0 : 286\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 347\n",
+ "Cluster Nr. 0 : 209\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1432', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10198\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10198\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 209\n",
+ "Cluster Nr. 0 : 226\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1432', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10200\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10200\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 0 : 226\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1432', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10202\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10202\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 132\n",
+ "Cluster Nr. 3 : 77\n",
+ "Cluster Nr. 0 : 226\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1432', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10204\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10204\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 347\n",
+ "Cluster Nr. 1 : 209\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1432', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10206\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10206\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 358\n",
+ "Cluster Nr. 2 : 77\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1432', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10208\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10208\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 132\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 226\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1432', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10210\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10210\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 3 : 132\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 1 : 164\n",
+ "Cluster Nr. 4 : 62\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1432', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8858560794044665\n",
+ "Reliability : 0.8516471682833957\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9052631578947369\n",
+ "Reliability : 0.8516471682833957\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10212\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10212\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 0 : 479\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1434', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10214\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10214\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 2 : 259\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1434', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10216\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10216\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 118\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 1 : 110\n",
+ "Cluster Nr. 2 : 226\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1434', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10218\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10218\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 118\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 1 : 77\n",
+ "Cluster Nr. 3 : 226\n",
+ "Cluster Nr. 4 : 33\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1434', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10220\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10220\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 0 : 479\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1434', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10222\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10222\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 195\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1434', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10224\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10224\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 118\n",
+ "Cluster Nr. 3 : 220\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1434', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10226\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10226\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 118\n",
+ "Cluster Nr. 4 : 220\n",
+ "Cluster Nr. 2 : 77\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1434', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10228\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10228\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 282\n",
+ "Cluster Nr. 0 : 274\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1436', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10230\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10230\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 282\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1436', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10232\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10232\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 282\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1436', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10234\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10234\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 282\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1436', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10236\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10236\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 541\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1436', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10238\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10238\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 282\n",
+ "Cluster Nr. 0 : 259\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1436', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10240\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10240\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 282\n",
+ "Cluster Nr. 0 : 226\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1436', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10242\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10242\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 265\n",
+ "Cluster Nr. 4 : 17\n",
+ "Cluster Nr. 3 : 226\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 556 4 ]\t1473980508\t1516802909\t['C.4.1436', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9641025641025641\n",
+ "Reliability : 0.9480759767198269\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.966321243523316\n",
+ "Reliability : 0.9480759767198269\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10244\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10244\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 224\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1438', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10246\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10246\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 303\n",
+ "Cluster Nr. 1 : 147\n",
+ "Cluster Nr. 0 : 224\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1438', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10248\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10248\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 303\n",
+ "Cluster Nr. 0 : 132\n",
+ "Cluster Nr. 1 : 224\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1438', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10250\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10250\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 303\n",
+ "Cluster Nr. 3 : 132\n",
+ "Cluster Nr. 2 : 224\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1438', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10252\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10252\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 527\n",
+ "Cluster Nr. 1 : 147\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1438', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10254\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10254\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 303\n",
+ "Cluster Nr. 2 : 147\n",
+ "Cluster Nr. 1 : 224\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1438', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10256\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10256\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 303\n",
+ "Cluster Nr. 3 : 132\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1438', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10258\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10258\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 272\n",
+ "Cluster Nr. 4 : 31\n",
+ "Cluster Nr. 2 : 132\n",
+ "Cluster Nr. 3 : 224\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 674 4 ]\t1473980508\t1516802909\t['C.4.1438', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9550561797752809\n",
+ "Reliability : 0.9312199292054639\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.958997722095672\n",
+ "Reliability : 0.9312199292054639\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10260\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10260\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 347\n",
+ "Cluster Nr. 0 : 176\n",
+ "Result ==>\n",
+ "\t[ 523 4 ]\t1473980508\t1516802909\t['C.4.1440', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10262\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10262\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 176\n",
+ "Cluster Nr. 1 : 226\n",
+ "Result ==>\n",
+ "\t[ 523 4 ]\t1473980508\t1516802909\t['C.4.1440', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10264\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10264\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 114\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 2 : 226\n",
+ "Result ==>\n",
+ "\t[ 523 4 ]\t1473980508\t1516802909\t['C.4.1440', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10266\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10266\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 226\n",
+ "Result ==>\n",
+ "\t[ 523 4 ]\t1473980508\t1516802909\t['C.4.1440', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10268\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10268\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 409\n",
+ "Cluster Nr. 1 : 114\n",
+ "Result ==>\n",
+ "\t[ 523 4 ]\t1473980508\t1516802909\t['C.4.1440', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10270\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10270\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 1 : 288\n",
+ "Result ==>\n",
+ "\t[ 523 4 ]\t1473980508\t1516802909\t['C.4.1440', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10272\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10272\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 2 : 114\n",
+ "Cluster Nr. 0 : 62\n",
+ "Cluster Nr. 1 : 226\n",
+ "Result ==>\n",
+ "\t[ 523 4 ]\t1473980508\t1516802909\t['C.4.1440', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10274\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10274\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 114\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 218\n",
+ "Cluster Nr. 4 : 8\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 217\n",
+ "Cluster Nr. 1 : 446\n",
+ "Result ==>\n",
+ "\t[ 663 4 ]\t1473980508\t1516802909\t['C.4.1442', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10276\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10276\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 0 : 288\n",
+ "Result ==>\n",
+ "\t[ 663 4 ]\t1473980508\t1516802909\t['C.4.1442', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10278\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10278\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 1 : 226\n",
+ "Result ==>\n",
+ "\t[ 663 4 ]\t1473980508\t1516802909\t['C.4.1442', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10280\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10280\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 122\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 3 : 62\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 2 : 226\n",
+ "Result ==>\n",
+ "\t[ 663 4 ]\t1473980508\t1516802909\t['C.4.1442', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10282\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10282\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 1 : 508\n",
+ "Result ==>\n",
+ "\t[ 663 4 ]\t1473980508\t1516802909\t['C.4.1442', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10284\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10284\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 2 : 220\n",
+ "Cluster Nr. 1 : 288\n",
+ "Result ==>\n",
+ "\t[ 663 4 ]\t1473980508\t1516802909\t['C.4.1442', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10286\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10286\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 3 : 220\n",
+ "Cluster Nr. 0 : 288\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 663 4 ]\t1473980508\t1516802909\t['C.4.1442', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10288\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10288\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 122\n",
+ "Cluster Nr. 0 : 220\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 3 : 226\n",
+ "Result ==>\n",
+ "\t[ 663 4 ]\t1473980508\t1516802909\t['C.4.1442', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10290\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10290\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1444', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10292\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10292\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 169\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1444', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10294\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10294\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1444', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10296\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10296\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1444', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10298\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10298\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 325\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1444', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10300\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10300\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 2 : 169\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1444', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10302\n",
+ "('T', 'Sigma') \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10302\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1444', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10304\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10304\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 4 : 34\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 340 4 ]\t1473980508\t1516802909\t['C.4.1444', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9045801526717557\n",
+ "Reliability : 0.8476453196768914\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9047619047619048\n",
+ "Reliability : 0.8476453196768914\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10306\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10306\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 415\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1446', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10308\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10308\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 171\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1446', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10310\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10310\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1446', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10312\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10312\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1446', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10314\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10314\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 415\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1446', 'C.4.1346']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10316\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10316\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 1 : 171\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1446', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10318\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10318\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 171\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1446', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10320\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10320\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 4 : 154\n",
+ "Cluster Nr. 0 : 134\n",
+ "Cluster Nr. 3 : 37\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 584 4 ]\t1473980508\t1516802909\t['C.4.1446', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9450261780104712\n",
+ "Reliability : 0.907729490278036\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9348370927318296\n",
+ "Reliability : 0.907729490278036\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10322\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10322\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 400\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1516802909\t['C.4.1448', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10324\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10324\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 156\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1516802909\t['C.4.1448', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10326\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10326\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 156\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1516802909\t['C.4.1448', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10328\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10328\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 156\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1516802909\t['C.4.1448', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10330\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10330\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 400\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1516802909\t['C.4.1448', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10332\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10332\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 169\n",
+ "Cluster Nr. 2 : 156\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1516802909\t['C.4.1448', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10334\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10334\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 156\n",
+ "Result ==>\n",
+ "\t[ 569 4 ]\t1473980508\t1516802909\t['C.4.1448', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10336\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10336\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 241\n",
+ "Cluster Nr. 4 : 3\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 292\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1450', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10338\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10338\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1450', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10340\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10340\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1450', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10342\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10342\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 244\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1450', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10344\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10344\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 521\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1450', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10346\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10346\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 277\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1450', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10348\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10348\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 244\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 536 4 ]\t1473980508\t1516802909\t['C.4.1450', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10350\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10350\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 244\n",
+ "Cluster Nr. 0 : 237\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 0 : 186\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1452', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10352\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10352\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1452', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10354\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10354\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1452', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10356\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10356\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1452', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10358\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10358\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 448\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1452', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10360\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10360\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 277\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1452', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10362\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10362\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 277\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1452', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10364\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10364\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 276\n",
+ "Cluster Nr. 4 : 1\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 292\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1454', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10366\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10366\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1454', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10368\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10368\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1454', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10370\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10370\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1454', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10372\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10372\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 292\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1454', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10374\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10374\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1454', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10376\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10376\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1454', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10378\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10378\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 156\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 3 : 124\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1454', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9667673716012085\n",
+ "Reliability : 0.9565091817681116\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9727272727272728\n",
+ "Reliability : 0.9565091817681116\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10380\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10380\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 204\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1456', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10382\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10382\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 204\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1456', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10384\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10384\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 48\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1456', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10386\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10386\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 156\n",
+ "Cluster Nr. 3 : 121\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1456', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10388\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10388\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 204\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1456', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10390\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10390\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 294\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1456', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10392\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10392\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1456', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10394\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10394\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 4 : 43\n",
+ "Cluster Nr. 1 : 48\n",
+ "Cluster Nr. 3 : 95\n",
+ "Result ==>\n",
+ "\t[ 463 4 ]\t1473980508\t1516802909\t['C.4.1456', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8950437317784257\n",
+ "Reliability : 0.8749634556925814\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9142011834319527\n",
+ "Reliability : 0.8749634556925814\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10396\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10396\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 276\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1458', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10398\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10398\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1458', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10400\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10400\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1458', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10402\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10402\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1458', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10404\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10404\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 484\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1458', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10406\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10406\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 2 : 261\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1458', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10408\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10408\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 223\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1458', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10410\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10410\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 223\n",
+ "Cluster Nr. 0 : 217\n",
+ "Cluster Nr. 4 : 11\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1458', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.978494623655914\n",
+ "Reliability : 0.9630545439845305\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.981029810298103\n",
+ "Reliability : 0.9630545439845305\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10412\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10412\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 394\n",
+ "Cluster Nr. 1 : 226\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.4.1460', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10414\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10414\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 2 : 244\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.4.1460', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10416\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10416\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.4.1460', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10418\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10418\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 135\n",
+ "Cluster Nr. 1 : 226\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.4.1460', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10420\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10420\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 470\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.4.1460', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10422\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10422\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 2 : 226\n",
+ "Cluster Nr. 1 : 244\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.4.1460', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10424\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10424\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 226\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.4.1460', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10426\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10426\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 2 : 226\n",
+ "Cluster Nr. 3 : 193\n",
+ "Cluster Nr. 4 : 51\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 620 4 ]\t1473980508\t1516802909\t['C.4.1460', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9068627450980392\n",
+ "Reliability : 0.8814382987186729\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9075\n",
+ "Reliability : 0.8814382987186729\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10428\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10428\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 436\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1462', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10430\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10430\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1462', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10432\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10432\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1462', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10434\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10434\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1462', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10436\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10436\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 436\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1462', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10438\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10438\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1462', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10440\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10440\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 3 : 213\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1462', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10442\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10442\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 223\n",
+ "Cluster Nr. 4 : 191\n",
+ "Cluster Nr. 2 : 22\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1462', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9587378640776699\n",
+ "Reliability : 0.9471065505309629\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9630484988452656\n",
+ "Reliability : 0.9471065505309629\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10444\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10444\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 436\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1464', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10446\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10446\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 169\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1464', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10448\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10448\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1464', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10450\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10450\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1464', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10452\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10452\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 436\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1464', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10454\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10454\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1464', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10456\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10456\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 3 : 213\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 605 4 ]\t1473980508\t1516802909\t['C.4.1464', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10458\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10458\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 3 : 204\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 0 : 276\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1466', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10460\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10460\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1466', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10462\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10462\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1466', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10464\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10464\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1466', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10466\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10466\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 484\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1466', 'C.4.1346']\tNone \tSpe02 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10468\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10468\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 2 : 261\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1466', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10470\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10470\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 3 : 228\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1466', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10472\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10472\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 4 : 117\n",
+ "Cluster Nr. 0 : 111\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1466', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.7845303867403315\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.7726027397260274\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 1 : 349\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1468', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10474\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10474\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 2 : 228\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1468', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10476\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10476\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1468', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10478\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10478\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 135\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1468', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10480\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10480\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 349\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1468', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10482\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10482\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1468', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10484\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10484\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 3 : 228\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1468', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10486\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10486\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 201\n",
+ "Cluster Nr. 4 : 27\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 499 4 ]\t1473980508\t1516802909\t['C.4.1468', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9498607242339833\n",
+ "Reliability : 0.9206946838128066\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.952247191011236\n",
+ "Reliability : 0.9206946838128066\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10488\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10488\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 207\n",
+ "Cluster Nr. 0 : 259\n",
+ "Result ==>\n",
+ "\t[ 466 4 ]\t1473980508\t1516802909\t['C.4.1470', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10490\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10490\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 207\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 466 4 ]\t1473980508\t1516802909\t['C.4.1470', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10492\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10492\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 0 : 90\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 466 4 ]\t1473980508\t1516802909\t['C.4.1470', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10494\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10494\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 117\n",
+ "Cluster Nr. 3 : 90\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 466 4 ]\t1473980508\t1516802909\t['C.4.1470', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10496\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10496\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 207\n",
+ "Cluster Nr. 1 : 259\n",
+ "Result ==>\n",
+ "\t[ 466 4 ]\t1473980508\t1516802909\t['C.4.1470', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10498\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10498\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 466 4 ]\t1473980508\t1516802909\t['C.4.1470', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10500\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10500\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 3 : 90\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 466 4 ]\t1473980508\t1516802909\t['C.4.1470', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10502\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10502\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 0 : 90\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 95\n",
+ "Cluster Nr. 4 : 43\n",
+ "Result ==>\n",
+ "\t[ 466 4 ]\t1473980508\t1516802909\t['C.4.1470', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9090909090909091\n",
+ "Reliability : 0.8799188920850793\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9032258064516129\n",
+ "Reliability : 0.8799188920850793\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10504\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10504\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 284\n",
+ "Cluster Nr. 0 : 349\n",
+ "Result ==>\n",
+ "\t[ 633 4 ]\t1473980508\t1516802909\t['C.4.1472', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10506\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10506\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 137\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 0 : 285\n",
+ "Result ==>\n",
+ "\t[ 633 4 ]\t1473980508\t1516802909\t['C.4.1472', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10508\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10508\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 137\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 3 : 147\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 633 4 ]\t1473980508\t1516802909\t['C.4.1472', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10510\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10510\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 117\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 0 : 147\n",
+ "Cluster Nr. 4 : 20\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 633 4 ]\t1473980508\t1516802909\t['C.4.1472', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10512\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10512\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 284\n",
+ "Cluster Nr. 0 : 349\n",
+ "Result ==>\n",
+ "\t[ 633 4 ]\t1473980508\t1516802909\t['C.4.1472', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10514\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10514\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 137\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 1 : 285\n",
+ "Result ==>\n",
+ "\t[ 633 4 ]\t1473980508\t1516802909\t['C.4.1472', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10516\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10516\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 117\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 3 : 285\n",
+ "Cluster Nr. 2 : 20\n",
+ "Result ==>\n",
+ "\t[ 633 4 ]\t1473980508\t1516802909\t['C.4.1472', 'C.4.1346']\tNone \tSpe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10518\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10518\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 4 : 147\n",
+ "Cluster Nr. 1 : 20\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 633 4 ]\t1473980508\t1516802909\t['C.4.1472', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10520\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10520\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 0 : 256\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1474', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10522\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10522\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1474', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10524\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10524\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1474', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10526\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10526\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 213\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1474', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10528\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10528\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 502\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1474', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10530\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10530\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 246\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1474', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10532\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10532\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 3 : 256\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1474', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10534\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10534\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 4 : 251\n",
+ "Cluster Nr. 3 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 0 : 396\n",
+ "Result ==>\n",
+ "\t[ 619 4 ]\t1473980508\t1516802909\t['C.4.1476', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10536\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10536\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 258\n",
+ "Result ==>\n",
+ "\t[ 619 4 ]\t1473980508\t1516802909\t['C.4.1476', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10538\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10538\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 619 4 ]\t1473980508\t1516802909\t['C.4.1476', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10540\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10540\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 619 4 ]\t1473980508\t1516802909\t['C.4.1476', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10542\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10542\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 481\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 619 4 ]\t1473980508\t1516802909\t['C.4.1476', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10544\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10544\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 258\n",
+ "Result ==>\n",
+ "\t[ 619 4 ]\t1473980508\t1516802909\t['C.4.1476', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10546\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10546\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 223\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 258\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 619 4 ]\t1473980508\t1516802909\t['C.4.1476', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10548\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10548\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 245\n",
+ "Cluster Nr. 4 : 13\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 619 4 ]\t1473980508\t1516802909\t['C.4.1476', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9837209302325581\n",
+ "Reliability : 0.9684418339492157\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9836448598130841\n",
+ "Reliability : 0.9684418339492157\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10550\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10550\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 150\n",
+ "Cluster Nr. 1 : 364\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1516802909\t['C.4.1478', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10552\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10552\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1516802909\t['C.4.1478', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10554\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10554\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 514 4 ]\t1473980508\t1516802909\t['C.4.1478', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10556\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10556\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 135\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1516802909\t['C.4.1478', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10558\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10558\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 0 : 364\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1516802909\t['C.4.1478', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10560\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10560\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 150\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 243\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1516802909\t['C.4.1478', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10562\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10562\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1516802909\t['C.4.1478', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10564\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10564\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 231\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 514 4 ]\t1473980508\t1516802909\t['C.4.1478', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.972972972972973\n",
+ "Reliability : 0.9647684391080618\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9806629834254144\n",
+ "Reliability : 0.9647684391080618\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10566\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10566\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 0 : 241\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1516802909\t['C.4.1480', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10568\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10568\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1516802909\t['C.4.1480', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10570\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10570\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 241\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1516802909\t['C.4.1480', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10572\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10572\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1516802909\t['C.4.1480', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10574\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10574\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 364\n",
+ "Cluster Nr. 0 : 138\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1516802909\t['C.4.1480', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10576\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10576\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 241\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1516802909\t['C.4.1480', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10578\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10578\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 241\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 502 4 ]\t1473980508\t1516802909\t['C.4.1480', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10580\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10580\n",
+ "Deconstruction SUCCESS!\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 236\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 0 : 256\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1482', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10582\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10582\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1482', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10584\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10584\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1482', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10586\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10586\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1482', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10588\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10588\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 502\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1482', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10590\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10590\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 246\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1482', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10592\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10592\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 3 : 256\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1482', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10594\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10594\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 213\n",
+ "Cluster Nr. 4 : 71\n",
+ "Cluster Nr. 0 : 185\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1482', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8719346049046321\n",
+ "Reliability : 0.7852019762718516\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8617021276595744\n",
+ "Reliability : 0.7852019762718516\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 256\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1484', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10596\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10596\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 256\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1484', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10598\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10598\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 256\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1484', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10600\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10600\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 256\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1484', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10602\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10602\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 379\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1484', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10604\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10604\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 256\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1484', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10606\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10606\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 256\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1484', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10608\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10608\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 231\n",
+ "Cluster Nr. 4 : 25\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 517 4 ]\t1473980508\t1516802909\t['C.4.1484', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9645776566757494\n",
+ "Reliability : 0.9271950721001367\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9475138121546961\n",
+ "Reliability : 0.9271950721001367\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10610\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10610\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 361\n",
+ "Cluster Nr. 1 : 225\n",
+ "Result ==>\n",
+ "\t[ 586 4 ]\t1473980508\t1516802909\t['C.4.1486', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10612\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10612\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 586 4 ]\t1473980508\t1516802909\t['C.4.1486', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10614\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10614\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 3 : 105\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 586 4 ]\t1473980508\t1516802909\t['C.4.1486', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10616\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10616\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 3 : 105\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\t[ 586 4 ]\t1473980508\t1516802909\t['C.4.1486', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10618\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10618\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 361\n",
+ "Cluster Nr. 0 : 225\n",
+ "Result ==>\n",
+ "\t[ 586 4 ]\t1473980508\t1516802909\t['C.4.1486', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10620\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10620\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 0 : 258\n",
+ "Result ==>\n",
+ "\t[ 586 4 ]\t1473980508\t1516802909\t['C.4.1486', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10622\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10622\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 0 : 105\n",
+ "Cluster Nr. 2 : 120\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 586 4 ]\t1473980508\t1516802909\t['C.4.1486', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10624\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10624\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 167\n",
+ "Cluster Nr. 2 : 105\n",
+ "Cluster Nr. 1 : 56\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 586 4 ]\t1473980508\t1516802909\t['C.4.1486', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9102564102564102\n",
+ "Reliability : 0.8739495152200155\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9052369077306733\n",
+ "Reliability : 0.8739495152200155\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10626\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10626\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 1 : 251\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1488', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10628\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10628\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 377\n",
+ "Cluster Nr. 2 : 203\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1488', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10630\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10630\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 377\n",
+ "Cluster Nr. 0 : 203\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1488', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10632\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10632\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 377\n",
+ "Cluster Nr. 0 : 203\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1488', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10634\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10634\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 613\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1488', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10636\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10636\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 2 : 236\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1488', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10638\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10638\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 3 : 203\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1488', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10640\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10640\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 346\n",
+ "Cluster Nr. 3 : 203\n",
+ "Cluster Nr. 4 : 31\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1488', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9477272727272728\n",
+ "Reliability : 0.9119551368367216\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9479905437352246\n",
+ "Reliability : 0.9119551368367216\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10642\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Inserted : C.5.10642\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 500\n",
+ "Cluster Nr. 1 : 171\n",
+ "Result ==>\n",
+ "\t[ 671 4 ]\t1473980508\t1516802909\t['C.4.1490', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10644\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10644\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 346\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 2 : 154\n",
+ "Result ==>\n",
+ "\t[ 671 4 ]\t1473980508\t1516802909\t['C.4.1490', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10646\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10646\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 346\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 671 4 ]\t1473980508\t1516802909\t['C.4.1490', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10648\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10648\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 346\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 671 4 ]\t1473980508\t1516802909\t['C.4.1490', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10650\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10650\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 500\n",
+ "Cluster Nr. 1 : 171\n",
+ "Result ==>\n",
+ "\t[ 671 4 ]\t1473980508\t1516802909\t['C.4.1490', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10652\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10652\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 346\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 154\n",
+ "Result ==>\n",
+ "\t[ 671 4 ]\t1473980508\t1516802909\t['C.4.1490', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10654\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10654\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 346\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 671 4 ]\t1473980508\t1516802909\t['C.4.1490', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10656\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10656\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 332\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 671 4 ]\t1473980508\t1516802909\t['C.4.1490', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9772209567198178\n",
+ "Reliability : 0.9672919991358704\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9823399558498896\n",
+ "Reliability : 0.9672919991358704\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10658\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10658\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 459\n",
+ "Cluster Nr. 1 : 277\n",
+ "Result ==>\n",
+ "\t[ 736 4 ]\t1473980508\t1516802909\t['C.4.1492', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10660\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10660\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 277\n",
+ "Cluster Nr. 2 : 236\n",
+ "Result ==>\n",
+ "\t[ 736 4 ]\t1473980508\t1516802909\t['C.4.1492', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10662\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10662\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 236\n",
+ "Result ==>\n",
+ "\t[ 736 4 ]\t1473980508\t1516802909\t['C.4.1492', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10664\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10664\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 223\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 2 : 236\n",
+ "Result ==>\n",
+ "\t[ 736 4 ]\t1473980508\t1516802909\t['C.4.1492', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10666\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10666\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 459\n",
+ "Cluster Nr. 1 : 277\n",
+ "Result ==>\n",
+ "\t[ 736 4 ]\t1473980508\t1516802909\t['C.4.1492', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10668\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10668\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 0 : 392\n",
+ "Cluster Nr. 1 : 121\n",
+ "Result ==>\n",
+ "\t[ 736 4 ]\t1473980508\t1516802909\t['C.4.1492', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10670\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10670\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 223\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 0 : 121\n",
+ "Cluster Nr. 1 : 236\n",
+ "Result ==>\n",
+ "\t[ 736 4 ]\t1473980508\t1516802909\t['C.4.1492', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10672\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10672\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 223\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 231\n",
+ "Cluster Nr. 4 : 5\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 263\n",
+ "Cluster Nr. 0 : 365\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1494', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10674\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10674\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 242\n",
+ "Cluster Nr. 1 : 128\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1494', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10676\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10676\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 135\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 0 : 128\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1494', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10678\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10678\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 135\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 242\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 1 : 95\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1494', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10680\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10680\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 263\n",
+ "Cluster Nr. 0 : 365\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1494', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10682\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10682\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 2 : 128\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1494', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10684\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10684\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 3 : 95\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1494', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10686\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10686\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 135\n",
+ "Cluster Nr. 4 : 123\n",
+ "Cluster Nr. 2 : 242\n",
+ "Cluster Nr. 1 : 33\n",
+ "Cluster Nr. 3 : 95\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1494', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10688\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10688\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 1 : 251\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1496', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10690\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10690\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 2 : 203\n",
+ "Cluster Nr. 1 : 48\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1496', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10692\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10692\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 2 : 203\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 1 : 33\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1496', 'C.4.1346']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10694\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10694\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 377\n",
+ "Cluster Nr. 0 : 203\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1496', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10696\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10696\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 613\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1496', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10698\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10698\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 377\n",
+ "Cluster Nr. 0 : 236\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1496', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10700\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10700\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 377\n",
+ "Cluster Nr. 3 : 203\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 628 4 ]\t1473980508\t1516802909\t['C.4.1496', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10702\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10702\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 368\n",
+ "Cluster Nr. 3 : 203\n",
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 394\n",
+ "Cluster Nr. 0 : 244\n",
+ "Result ==>\n",
+ "\t[ 638 4 ]\t1473980508\t1516802909\t['C.4.1498', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10704\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10704\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 225\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 638 4 ]\t1473980508\t1516802909\t['C.4.1498', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10706\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10706\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 225\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 638 4 ]\t1473980508\t1516802909\t['C.4.1498', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10708\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10708\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 225\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 154\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 638 4 ]\t1473980508\t1516802909\t['C.4.1498', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10710\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10710\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 469\n",
+ "Cluster Nr. 1 : 169\n",
+ "Result ==>\n",
+ "\t[ 638 4 ]\t1473980508\t1516802909\t['C.4.1498', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10712\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10712\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 225\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 169\n",
+ "Result ==>\n",
+ "\t[ 638 4 ]\t1473980508\t1516802909\t['C.4.1498', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10714\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10714\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 638 4 ]\t1473980508\t1516802909\t['C.4.1498', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10716\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10716\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 209\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 4 : 16\n",
+ "Cluster Nr. 3 : 154\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 638 4 ]\t1473980508\t1516802909\t['C.4.1498', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9657534246575342\n",
+ "Reliability : 0.9630988300158458\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9726027397260274\n",
+ "Reliability : 0.9630988300158458\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10718\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10718\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 273\n",
+ "Cluster Nr. 0 : 478\n",
+ "Result ==>\n",
+ "\t[ 751 4 ]\t1473980508\t1516802909\t['C.4.1500', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10720\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10720\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 273\n",
+ "Cluster Nr. 1 : 242\n",
+ "Cluster Nr. 2 : 236\n",
+ "Result ==>\n",
+ "\t[ 751 4 ]\t1473980508\t1516802909\t['C.4.1500', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10722\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10722\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 156\n",
+ "Cluster Nr. 3 : 242\n",
+ "Cluster Nr. 0 : 236\n",
+ "Result ==>\n",
+ "\t[ 751 4 ]\t1473980508\t1516802909\t['C.4.1500', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10724\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10724\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 117\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 2 : 236\n",
+ "Result ==>\n",
+ "\t[ 751 4 ]\t1473980508\t1516802909\t['C.4.1500', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10726\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10726\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 273\n",
+ "Cluster Nr. 0 : 478\n",
+ "Result ==>\n",
+ "\t[ 751 4 ]\t1473980508\t1516802909\t['C.4.1500', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10728\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10728\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 0 : 392\n",
+ "Cluster Nr. 2 : 242\n",
+ "Result ==>\n",
+ "\t[ 751 4 ]\t1473980508\t1516802909\t['C.4.1500', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10730\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10730\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 2 : 156\n",
+ "Cluster Nr. 0 : 242\n",
+ "Cluster Nr. 3 : 236\n",
+ "Result ==>\n",
+ "\t[ 751 4 ]\t1473980508\t1516802909\t['C.4.1500', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10732\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10732\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 117\n",
+ "Cluster Nr. 3 : 156\n",
+ "Cluster Nr. 2 : 242\n",
+ "Cluster Nr. 0 : 218\n",
+ "Cluster Nr. 4 : 18\n",
+ "Result ==>\n",
+ "\t[ 751 4 ]\t1473980508\t1516802909\t['C.4.1500', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9780701754385965\n",
+ "Reliability : 0.9675109787831708\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.975051975051975\n",
+ "Reliability : 0.9675109787831708\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10734\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10734\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 469\n",
+ "Cluster Nr. 0 : 234\n",
+ "Result ==>\n",
+ "\t[ 703 4 ]\t1473980508\t1516802909\t['C.4.1502', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10736\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10736\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 258\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 0 : 201\n",
+ "Result ==>\n",
+ "\t[ 703 4 ]\t1473980508\t1516802909\t['C.4.1502', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10738\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10738\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 225\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 154\n",
+ "Cluster Nr. 3 : 80\n",
+ "Result ==>\n",
+ "\t[ 703 4 ]\t1473980508\t1516802909\t['C.4.1502', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10740\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10740\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 225\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 4 : 33\n",
+ "Cluster Nr. 3 : 80\n",
+ "Result ==>\n",
+ "\t[ 703 4 ]\t1473980508\t1516802909\t['C.4.1502', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10742\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10742\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 502\n",
+ "Cluster Nr. 1 : 201\n",
+ "Result ==>\n",
+ "\t[ 703 4 ]\t1473980508\t1516802909\t['C.4.1502', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10744\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10744\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 1 : 201\n",
+ "Result ==>\n",
+ "\t[ 703 4 ]\t1473980508\t1516802909\t['C.4.1502', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10746\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10746\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 258\n",
+ "Cluster Nr. 3 : 244\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 2 : 80\n",
+ "Result ==>\n",
+ "\t[ 703 4 ]\t1473980508\t1516802909\t['C.4.1502', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10748\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10748\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 225\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 121\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 2 : 80\n",
+ "Result ==>\n",
+ "\t[ 703 4 ]\t1473980508\t1516802909\t['C.4.1502', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10750\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10750\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 171\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1473980508\t1516802909\t['C.4.1504', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10752\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10752\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1473980508\t1516802909\t['C.4.1504', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10754\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10754\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1473980508\t1516802909\t['C.4.1504', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10756\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10756\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1473980508\t1516802909\t['C.4.1504', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10758\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10758\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 327\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1473980508\t1516802909\t['C.4.1504', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10760\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10760\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1473980508\t1516802909\t['C.4.1504', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10762\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10762\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1473980508\t1516802909\t['C.4.1504', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10764\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10764\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 4 : 148\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 23\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 342 4 ]\t1473980508\t1516802909\t['C.4.1504', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9296875\n",
+ "Reliability : 0.8952013716085045\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9368029739776952\n",
+ "Reliability : 0.8952013716085045\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10766\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10766\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 309 4 ]\t1473980508\t1516802909\t['C.4.1506', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10768\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10768\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 63\n",
+ "Result ==>\n",
+ "\t[ 309 4 ]\t1473980508\t1516802909\t['C.4.1506', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10770\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10770\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 309 4 ]\t1473980508\t1516802909\t['C.4.1506', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10772\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10772\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 309 4 ]\t1473980508\t1516802909\t['C.4.1506', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10774\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10774\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 1 : 63\n",
+ "Result ==>\n",
+ "\t[ 309 4 ]\t1473980508\t1516802909\t['C.4.1506', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10776\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10776\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 309 4 ]\t1473980508\t1516802909\t['C.4.1506', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10778\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10778\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 309 4 ]\t1473980508\t1516802909\t['C.4.1506', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10780\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10780\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 61\n",
+ "Cluster Nr. 4 : 62\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 309 4 ]\t1473980508\t1516802909\t['C.4.1506', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.810077519379845\n",
+ "Reliability : 0.7246200785817243\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.813953488372093\n",
+ "Reliability : 0.7246200785817243\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 171\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.4.1508', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10782\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10782\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.4.1508', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10784\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10784\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.4.1508', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10786\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10786\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.4.1508', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10788\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10788\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 279\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.4.1508', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10790\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10790\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 156\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.4.1508', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10792\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10792\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.4.1508', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10794\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10794\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 54\n",
+ "Cluster Nr. 4 : 69\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 294 4 ]\t1473980508\t1516802909\t['C.4.1508', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.8273092369477911\n",
+ "Reliability : 0.7360611510791366\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.8204081632653061\n",
+ "Reliability : 0.7360611510791366\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 277\n",
+ "Result ==>\n",
+ "\t[ 415 4 ]\t1473980508\t1516802909\t['C.4.1510', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10796\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10796\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 415 4 ]\t1473980508\t1516802909\t['C.4.1510', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10798\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10798\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 33\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 415 4 ]\t1473980508\t1516802909\t['C.4.1510', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10800\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10800\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 415 4 ]\t1473980508\t1516802909\t['C.4.1510', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10802\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10802\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 277\n",
+ "Result ==>\n",
+ "\t[ 415 4 ]\t1473980508\t1516802909\t['C.4.1510', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10804\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10804\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 415 4 ]\t1473980508\t1516802909\t['C.4.1510', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10806\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10806\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 48\n",
+ "Cluster Nr. 3 : 121\n",
+ "Result ==>\n",
+ "\t[ 415 4 ]\t1473980508\t1516802909\t['C.4.1510', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10808\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10808\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Cluster Nr. 4 : 121\n",
+ "Result ==>\n",
+ "\t[ 415 4 ]\t1473980508\t1516802909\t['C.4.1510', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10810\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10810\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 279\n",
+ "Cluster Nr. 1 : 186\n",
+ "Result ==>\n",
+ "\t[ 465 4 ]\t1473980508\t1516802909\t['C.4.1512', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10812\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10812\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 279\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 465 4 ]\t1473980508\t1516802909\t['C.4.1512', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10814\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10814\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 279\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 465 4 ]\t1473980508\t1516802909\t['C.4.1512', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10816\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10816\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 279\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 465 4 ]\t1473980508\t1516802909\t['C.4.1512', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pragmatic : C.5.10818\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10818\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 450\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 465 4 ]\t1473980508\t1516802909\t['C.4.1512', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10820\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10820\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 279\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 465 4 ]\t1473980508\t1516802909\t['C.4.1512', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10822\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10822\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 279\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 465 4 ]\t1473980508\t1516802909\t['C.4.1512', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10824\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10824\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 254\n",
+ "Cluster Nr. 4 : 25\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 465 4 ]\t1473980508\t1516802909\t['C.4.1512', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9473684210526315\n",
+ "Reliability : 0.9068679148437907\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9441176470588235\n",
+ "Reliability : 0.9068679148437907\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10826\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10826\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 382\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1516802909\t['C.4.1514', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10828\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10828\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 2 : 138\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1516802909\t['C.4.1514', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10830\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10830\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1516802909\t['C.4.1514', 'C.4.1346']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10832\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10832\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 156\n",
+ "Cluster Nr. 2 : 244\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1516802909\t['C.4.1514', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10834\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10834\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 171\n",
+ "Cluster Nr. 0 : 382\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1516802909\t['C.4.1514', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10836\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10836\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 171\n",
+ "Cluster Nr. 0 : 244\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1516802909\t['C.4.1514', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10838\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10838\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 156\n",
+ "Cluster Nr. 1 : 244\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 2 : 15\n",
+ "Result ==>\n",
+ "\t[ 553 4 ]\t1473980508\t1516802909\t['C.4.1514', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10840\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10840\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 156\n",
+ "Cluster Nr. 0 : 240\n",
+ "Cluster Nr. 4 : 4\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 0 : 171\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1516', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10842\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10842\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 171\n",
+ "Cluster Nr. 1 : 138\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1516', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10844\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10844\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 138\n",
+ "Cluster Nr. 0 : 33\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1516', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10846\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10846\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1516', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10848\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10848\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 261\n",
+ "Cluster Nr. 0 : 171\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1516', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10850\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10850\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 171\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1516', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10852\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10852\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1516', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10854\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10854\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 127\n",
+ "Cluster Nr. 3 : 33\n",
+ "Cluster Nr. 4 : 11\n",
+ "Result ==>\n",
+ "\t[ 432 4 ]\t1473980508\t1516802909\t['C.4.1516', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.981651376146789\n",
+ "Reliability : 0.9645189141509469\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9728915662650602\n",
+ "Reliability : 0.9645189141509469\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10856\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10856\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 171\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.4.1518', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10858\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10858\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.4.1518', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10860\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10860\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.4.1518', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10862\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10862\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.4.1518', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10864\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10864\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 384\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.4.1518', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10866\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10866\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 2 : 156\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.4.1518', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10868\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10868\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.4.1518', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10870\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10870\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 205\n",
+ "Cluster Nr. 4 : 23\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 399 4 ]\t1473980508\t1516802909\t['C.4.1518', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9377049180327869\n",
+ "Reliability : 0.9042802612959318\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9281045751633987\n",
+ "Reliability : 0.9042802612959318\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10872\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10872\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 1 : 120\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.4.1520', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10874\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10874\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 120\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.4.1520', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10876\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10876\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.4.1520', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10878\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10878\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.4.1520', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10880\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10880\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 246\n",
+ "Cluster Nr. 0 : 120\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.4.1520', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10882\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10882\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 120\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.4.1520', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10884\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10884\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 105\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 15\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.4.1520', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10886\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10886\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 105\n",
+ "Cluster Nr. 3 : 109\n",
+ "Cluster Nr. 4 : 14\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 366 4 ]\t1473980508\t1516802909\t['C.4.1520', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9686411149825784\n",
+ "Reliability : 0.9456054936644273\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9690721649484536\n",
+ "Reliability : 0.9456054936644273\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10888\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10888\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 1 : 105\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.4.1522', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10890\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10890\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 105\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.4.1522', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10892\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10892\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 90\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.4.1522', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10894\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10894\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 1 : 90\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.4.1522', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10896\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10896\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 246\n",
+ "Cluster Nr. 1 : 105\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.4.1522', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10898\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10898\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 105\n",
+ "Cluster Nr. 2 : 123\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.4.1522', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10900\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10900\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 90\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 351 4 ]\t1473980508\t1516802909\t['C.4.1522', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10902\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10902\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 3 : 90\n",
+ "Cluster Nr. 0 : 116\n",
+ "Cluster Nr. 4 : 7\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 334\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.4.1524', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10904\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10904\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 213\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.4.1524', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10906\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10906\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 105\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.4.1524', 'C.4.1346']\tNone \tKMe04 \n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10908\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10908\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 90\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 4 : 15\n",
+ "Cluster Nr. 0 : 121\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.4.1524', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10910\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10910\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 334\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.4.1524', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10912\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10912\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 138\n",
+ "Cluster Nr. 0 : 213\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.4.1524', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10914\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10914\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 123\n",
+ "Cluster Nr. 0 : 105\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 121\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.4.1524', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10916\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10916\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 123\n",
+ "Cluster Nr. 4 : 90\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 121\n",
+ "Result ==>\n",
+ "\t[ 472 4 ]\t1473980508\t1516802909\t['C.4.1524', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10918\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10918\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 0 : 276\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1526', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10920\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10920\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 2 : 228\n",
+ "Cluster Nr. 0 : 48\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1526', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10922\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10922\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 245\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1526', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10924\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10924\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 245\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 2 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1526', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10926\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10926\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 506\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1526', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10928\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10928\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 245\n",
+ "Cluster Nr. 0 : 261\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1526', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10930\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10930\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 245\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1526', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10932\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10932\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 3 : 245\n",
+ "Cluster Nr. 0 : 219\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Cluster Nr. 4 : 9\n",
+ "---------------------------------------------Discarded----------------------------------------------\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 351\n",
+ "Cluster Nr. 1 : 170\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1528', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10934\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10934\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 170\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1528', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10936\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10936\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 1 : 228\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1528', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10938\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10938\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1528', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10940\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10940\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 351\n",
+ "Cluster Nr. 0 : 170\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1528', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10942\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10942\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 123\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 2 : 170\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1528', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10944\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10944\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 228\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1528', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10946\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10946\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 123\n",
+ "Cluster Nr. 0 : 216\n",
+ "Cluster Nr. 4 : 12\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 521 4 ]\t1473980508\t1516802909\t['C.4.1528', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9768041237113402\n",
+ "Reliability : 0.9658206652001182\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9815303430079155\n",
+ "Reliability : 0.9658206652001182\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10948\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10948\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 293\n",
+ "Cluster Nr. 0 : 349\n",
+ "Result ==>\n",
+ "\t[ 642 4 ]\t1473980508\t1516802909\t['C.4.1530', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10950\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10950\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 0 : 293\n",
+ "Result ==>\n",
+ "\t[ 642 4 ]\t1473980508\t1516802909\t['C.4.1530', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10952\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10952\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 642 4 ]\t1473980508\t1516802909\t['C.4.1530', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10954\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10954\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 0 : 211\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 642 4 ]\t1473980508\t1516802909\t['C.4.1530', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10956\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10956\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 293\n",
+ "Cluster Nr. 1 : 349\n",
+ "Result ==>\n",
+ "\t[ 642 4 ]\t1473980508\t1516802909\t['C.4.1530', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10958\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10958\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 2 : 211\n",
+ "Cluster Nr. 1 : 293\n",
+ "Result ==>\n",
+ "\t[ 642 4 ]\t1473980508\t1516802909\t['C.4.1530', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10960\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10960\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 138\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 2 : 155\n",
+ "Cluster Nr. 3 : 138\n",
+ "Result ==>\n",
+ "\t[ 642 4 ]\t1473980508\t1516802909\t['C.4.1530', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10962\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10962\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 2 : 138\n",
+ "Cluster Nr. 1 : 211\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 4 : 111\n",
+ "Cluster Nr. 0 : 27\n",
+ "Result ==>\n",
+ "\t[ 642 4 ]\t1473980508\t1516802909\t['C.4.1530', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9623529411764706\n",
+ "Reliability : 0.9439269128480389\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.956221198156682\n",
+ "Reliability : 0.9439269128480389\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10964\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10964\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 302\n",
+ "Cluster Nr. 1 : 243\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1532', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10966\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10966\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 254\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 2 : 48\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1532', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10968\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10968\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 254\n",
+ "Cluster Nr. 0 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1532', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10970\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10970\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 1 : 243\n",
+ "Cluster Nr. 3 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1532', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10972\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10972\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 530\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1532', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10974\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10974\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 287\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1532', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10976\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10976\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 3 : 243\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 2 : 33\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1532', 'C.4.1346']\tNone \tSpe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10978\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10978\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 224\n",
+ "Cluster Nr. 2 : 243\n",
+ "Cluster Nr. 4 : 30\n",
+ "Cluster Nr. 1 : 15\n",
+ "Cluster Nr. 3 : 33\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1532', 'C.4.1346']\tNone \tSpe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 0.9478908188585607\n",
+ "Reliability : 0.9089038345713712\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 0.9485861182519281\n",
+ "Reliability : 0.9089038345713712\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10980\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10980\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 375\n",
+ "Cluster Nr. 1 : 170\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1534', 'C.4.1346']\tNone \tKMe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10982\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10982\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 254\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 170\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1534', 'C.4.1346']\tNone \tKMe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10984\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10984\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 155\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1534', 'C.4.1346']\tNone \tKMe04 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10986\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10986\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "KMeans \n",
+ "# Cluster : 5\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 1 : 254\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 0 : 155\n",
+ "Cluster Nr. 3 : 15\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1534', 'C.4.1346']\tNone \tKMe05 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10988\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10988\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 2\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 375\n",
+ "Cluster Nr. 1 : 170\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1534', 'C.4.1346']\tNone \tSpe02 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10990\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10990\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 3\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 1 : 170\n",
+ "Result ==>\n",
+ "\t[ 545 4 ]\t1473980508\t1516802909\t['C.4.1534', 'C.4.1346']\tNone \tSpe03 \n",
+ "*******************************************Reconstruction*******************************************\n",
+ "Min test accuracy : 0.8\n",
+ "Max test error avg : 20.0\n",
+ "Max test error max : 100.0\n",
+ "Reliability sample : 0.1\n",
+ "Reliability sample : 0.8\n",
+ "Reduce model rudendancy: False\n",
+ "\n",
+ "SVC \n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "\n",
+ "DecisionTreeClassifier\n",
+ "Accuracy : 1.0\n",
+ "Reliability : 1.0\n",
+ "*******************************************Deconstruction*******************************************\n",
+ "Deconst strategy : conservative\n",
+ "Deconst mode : minimal\n",
+ "Deconst max distance t: 1.0\n",
+ "Deconst full tolerance: 0.1\n",
+ "Force time expansion: True\n",
+ "Allow weak reliability: True\n",
+ "Learnblock minimum : 100\n",
+ "Min reliability : 0.8\n",
+ "Pragmatic : C.5.10992\n",
+ "('T', 'Sigma') \n",
+ "Relative : C.4.1346\n",
+ "Inserted : C.5.10992\n",
+ "Deconstruction SUCCESS!\n",
+ "********************************************Construction********************************************\n",
+ "SpectralClustering \n",
+ "# Cluster : 4\n",
+ "MinCategorysize : 10\n",
+ "Cluster Nr. 0 : 254\n",
+ "Cluster Nr. 2 : 121\n",
+ "Cluster Nr. 3 : 155\n",
+ "Cluster Nr. 1 : 15\n",
+ "Result ==>